USRE48589E1 - Sharing and deconflicting data changes in a multimaster database system - Google Patents

Sharing and deconflicting data changes in a multimaster database system Download PDF

Info

Publication number
USRE48589E1
USRE48589E1 US14/830,420 US201514830420A USRE48589E US RE48589 E1 USRE48589 E1 US RE48589E1 US 201514830420 A US201514830420 A US 201514830420A US RE48589 E USRE48589 E US RE48589E
Authority
US
United States
Prior art keywords
site
links
data object
data
change
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Active, expires
Application number
US14/830,420
Inventor
John Kenneth Garrod
John Antonio Carrino
Katherine Brainard
Jacob Scott
Allen Chang
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Palantir Technologies Inc
Original Assignee
Palantir Technologies Inc
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Palantir Technologies Inc filed Critical Palantir Technologies Inc
Priority to US14/830,420 priority Critical patent/USRE48589E1/en
Application granted granted Critical
Publication of USRE48589E1 publication Critical patent/USRE48589E1/en
Assigned to WELLS FARGO BANK, N.A. reassignment WELLS FARGO BANK, N.A. SECURITY INTEREST (SEE DOCUMENT FOR DETAILS). Assignors: Palantir Technologies Inc.
Active legal-status Critical Current
Adjusted expiration legal-status Critical

Links

Images

Classifications

    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/20Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
    • G06F16/23Updating
    • G06F16/2308Concurrency control
    • G06F16/2315Optimistic concurrency control
    • G06F16/2329Optimistic concurrency control using versioning
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/20Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
    • G06F16/27Replication, distribution or synchronisation of data between databases or within a distributed database system; Distributed database system architectures therefor
    • G06F16/273Asynchronous replication or reconciliation

Definitions

  • Multimaster database systems employing an asynchronous replication scheme typically provide mechanisms for “deconflicting” conflicts.
  • the term “deconflict”, refers generally to detecting and resolving a conflict such that a resolution of the conflict is eventually adopted by all databases in the system.
  • the multimaster database system may be able to deconflict automatically without requiring user intervention. In other cases, user intervention may be required to determine which of the concurrent changes should be adopted.
  • data changes at sites to data objects are tracked by each site on a per-data object basis using per-data object version vectors.
  • the method includes a first computing device at a first site making a change to a data object.
  • the first computing device shares the change to the data object with one or more other sites.
  • a second computing device at a second site receives an update reflecting the change to the data object made by the first computing device at the first site.
  • the update includes an identification of the data object, data reflecting the change to the data object, and a version vector for the data object at the first site.
  • inventions include, without limitation, a computer-readable non-transitory medium that includes processor-executable instructions that enable a processing unit to implement one or more aspects of the disclosed methods as well as a system configured to implement one or more aspects of the disclosed methods.
  • Each link 202 represents a connection between two data objects 201 .
  • the connection is either through a relationship, an event, or through matching properties.
  • connections that may be represented by a link and other types of connections may be represented.
  • embodiments of the invention are not limited to any particular types of connections between data objects.
  • a document might contain two different tagged entities.
  • a link between two data objects may represent a connection between these two entities through their co-occurrence within the same document.
  • data model 200 supports object resolution.
  • object resolution includes a user or an automated computing process determining that two or more separate data objects 201 actually represent the same real-world entity and invoking a function of the system 100 at a site 101 , 102 , 103 , etc. so that the separate data objects appear to users of the system 100 as if they were a single data object.
  • the properties and links of one data object are copied to the other data object and then deleted from the data object from which they were copied.
  • both data objects are still retained by the system.
  • retaining data objects after resolving them together facilitates detection and deconfliction of conflicts as described in greater detail below.
  • each change to a data object at a site is shared with every other site in the system.
  • a site making a change may communicate with every other site to share the change, or just some subset of them that are responsible for communicating the change with other sites.
  • the change made at step 305 is shared with at least one other site in the system. Sharing the change includes sending, to the at least one other site, data that represents the change and data that represents the version vector for the changed data object after the increment at step 310 .
  • determining whether a conflict can be automatically deconflicted is based on a set of heuristics and/or deconfliction rules.
  • the set of heuristics and/or deconfliction rules may be user defined.
  • determining whether a conflict can be automatically deconflicted includes determining whether the concurrent changes involve changes to non-overlapping properties or non-overlapping property types of the data object. For example, if the change received in the update is to a Phone Number property of a particular Person data object and the change the receiving site is aware of is to an Address property of the particular data object, then the system may automatically determine that both changes can accepted.
  • non-overlapping properties are detected at the receiving site by performing a property by property comparison between the changing site's version of the data object received in the update and the receiving site's version of the data object.
  • the changing site's version vector for the data object is merged together with the receiving site's version vector for the data object.
  • Merging the two version vectors includes merging each element in the changing site's version vector for the data object with the corresponding element in the receiving site's version vector for the data object.
  • Merging two elements includes choosing the numerically greater of the two elements as the value of the element in the new version vector. What is produced by this merging at step 430 is a new version vector that is ordered after both the receiving site's version vector for the data object and the changing site's version vector for the data object.
  • the update sent from site 101 is received at site 102 .
  • the version vector for the data object received in the update ⁇ 2, 0, 0> is compared against site 102 's current version vector for the data object ⁇ 1, 0, 0>. Such comparison reveals that sites 102 's version vector happened before (is ordered before) site 101 's version vector.
  • the update received at site 102 reflecting the change made at site 101 does not conflict with site 102 's version of the data object.
  • the Address property received in the update is added to site 102 's local copy of the data object.
  • site 102 's version vector for the data object is merged with site 103 's version vector for the data object received in the update and the resulting version vector becomes the new version vector for the data object at site 102 .
  • site 102 increments its logical clock in the version vector for the data object by one to produce a newe new version vector for the data object at site 102 of ⁇ 2, 2, 1>.
  • links connecting two data objects are versioned separately and independently from the data objects connected by the links.
  • the set of links connecting two objects is associated with its own version vector separate from the versions vectors associated with the two objects.
  • Each site maintains a version vector for each link set. Changes to a link set at a site including adding a link to the set or removing a link from the set result in the site incrementing its local logical clock for the link set and the site sharing the change to the link set with other sites.
  • Site B receives the update regarding the change to data object X at Site A, a local change is made at Site B linking data object X and data object Y. According to one embodiment, this causes Site B to increment its local logical clock in the version vector for the link set connecting data objects X and Y. However, in this case, Site B does not increment its local logical clock for either data object X or data object Y. Site B then sends an update to Site A reflecting the change to the link set between data objects X and Y. Upon receiving the update from Site B regarding the link set change, Site A incorporates the update such that data object X as modified by the change at Site A is linked to data object Y.
  • per-object version vectors are used to detect as a conflict a concurrent change involving an object resolution change.
  • the site increments each local logical clock at the site in each version vector for each data object resolved together.
  • the resolution of the data objects is then shared as an update with other sites.
  • the update includes the sharing site's resulting version vectors for each of the data objects that were resolved together.
  • Computer system 700 also includes a main memory 706 , such as a random access memory (RAM) or other dynamic storage device, coupled to bus 702 for storing information and instructions to be executed by processor 704 .
  • Main memory 706 also may be used for storing temporary variables or other intermediate information during execution of instructions to be executed by processor 704 .
  • Such instructions when stored in storage media accessible to processor 704 , render computer system 700 into a special-purpose machine that is customized to perform the operations specified in the instructions.
  • Various forms of media may be involved in carrying one or more sequences of one or more instructions to processor 704 for execution.
  • the instructions may initially be carried on a magnetic disk or solid state drive of a remote computer.
  • the remote computer can load the instructions into its dynamic memory and send the instructions over a telephone line using a modem.
  • a modem local to computer system 700 can receive the data on the telephone line and use an infra-red transmitter to convert the data to an infra-red signal.
  • An infra-red detector can receive the data carried in the infra-red signal and appropriate circuitry can place the data on bus 702 .
  • Bus 702 carries the data to main memory 706 , from which processor 704 retrieves and executes the instructions.
  • the instructions received by main memory 706 may optionally be stored on storage device 710 either before or after execution by processor 704 .
  • the received code may be executed by processor 704 as it is received, and/or stored in storage device 710 , or other non-volatile storage for later execution.

Landscapes

  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Databases & Information Systems (AREA)
  • Data Mining & Analysis (AREA)
  • Physics & Mathematics (AREA)
  • General Engineering & Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Computing Systems (AREA)
  • Information Retrieval, Db Structures And Fs Structures Therefor (AREA)

Abstract

A computer-based method and system for sharing and deconflicting data changes amongst a plurality of replication sites. In a particular embodiment, data changes at sites to data objects are tracked by each site on a per-data object basis using per-data object version vectors. In another particular embodiment, data changes at sites to links connecting two data objects are tracked by each site on a per-link set basis using per-link set version vectors. In another particular embodiment, per-object version vectors are used to detect a conflict resulting from concurrent changes at two or more sites in which one of the concurrent changes includes an object resolution change.

Description

TECHNICAL FIELD
The present disclosure generally relates to distributed computing systems and, in particular, to sharing and deconfliction of data changes in a multi-master database system.
BACKGROUND
In a multimaster database system, data is stored in a group of databases, data changes may be made to any member of the group, and data changes made to one member are propagated to the rest of the group. Multimaster database systems typically employ either a “synchronous” or an “asynchronous” replication scheme for propagating a change made to one database to the rest of the databases in the group.
In synchronous multimaster replication, each change is applied to all databases in the group immediately or to none of the databases if one or more of the databases in the group cannot accept the change. For example, one of the databases may be offline or unavailable. Synchronous multimaster replication is typically achieved using a two-phase commit protocol.
In contrast, in “asynchronous” multimaster replication, a change made to a database is immediately accepted by the database but propagation of the change to other databases in the group may be deferred. Because propagation of changes may be deferred, if one or more of the databases in the group are unavailable, the available databases can still accept changes, queuing the changes locally until they can be propagated. For this reason, multimaster database systems employing an asynchronous replication strategy are considered to be more highly available than multimaster database systems employing a synchronous replication strategy. However, asynchronous replication raises the possibility of conflicts that occur as a result of concurrent database changes.
A conflict can arise in a multimaster database system when the same data is changed in two different databases before either one of those changes can be propagated to the other. For example, assume that in database A data representing a particular person's eye color is changed to “brown”, and after that change but before that change can be propagated to database B data in database B representing the particular person's eye color is changed to “green”. Without additional information, it is unclear which change is the “correct” change that should be adopted by all databases in the system.
Multimaster database systems employing an asynchronous replication scheme typically provide mechanisms for “deconflicting” conflicts. As used herein, the term “deconflict”, refers generally to detecting and resolving a conflict such that a resolution of the conflict is eventually adopted by all databases in the system. In some cases, the multimaster database system may be able to deconflict automatically without requiring user intervention. In other cases, user intervention may be required to determine which of the concurrent changes should be adopted.
In multimaster database systems employing asynchronous replication, when conflicts are detected has an enormous effect on the integrity of database data. For example, some database systems may support “object resolution”. Object resolution involves a user or an automated computing process determining that two or more separate data objects actually represent the same real-world entity and invoking a function of the database system so that the separate data objects are resolved into a single data object. For example, assume there are two separate data objects, one having a name property value of “John Smith”, the other having a name property value of “J. S.”. A user may decide that these two data objects both represent the same real-world person. Accordingly, in a database system that supports object resolution, the user may invoke a function of the database system so that the two separate data objects are resolved to a single data object having a name property value of “John Smith” or “J.S.” as selected by the user resolving the objects together.
In multimaster database systems employing asynchronous replication, it would be desirable to detect as a conflict concurrent changes that include an object resolution change. For example, assume that in database A, User 1 changed the hair color property of a data object representing a person named “J.S.” from “brown” to “blonde”. Further assume that before the hair color change made by User 1 can be propagated from database A to database B that User 2 changes database B by resolving together the data object representing “J.S.” with another data object representing a person named “John Smith”. It would be desirable for the multimaster database system to detect these two concurrent changes as a conflict as User 2 may not have decided to resolve “J.S.” and “John Smith” together if User 2 had known that John Smith's hair color was changed by User 1. Similarly, User 1 may not have decided to change the hair color of “J.S.” had User 1 known that User 2 resolved “J.S.” and “John Smith” together.
What is a needed then is a multimaster database system employing asynchronous replication that detects conflicts resulting from concurrent changes in a manner that is in line with user expectations and that handles the deconfliction and propagation of such changes appropriately. Embodiments of the present invention fulfill these and other needs.
The approaches described in this section are approaches that could be pursued, but not necessarily approaches that have been previously conceived or pursued. Therefore, unless otherwise indicated, it should not be assumed that any of the approaches described in this section qualify as prior art merely by virtue of their inclusion in this section.
BRIEF DESCRIPTION OF DRAWINGS
The present invention is illustrated by way of example, and not by way of limitation, in the figures of the accompanying drawings and in which like reference numerals refer to similar elements and in which:
FIG. 1 illustrates a multimaster database system for use in sharing and deconflicting data changes amongst a plurality of replication sites according to an embodiment of the invention.
FIG. 2 illustrates an object-centric conceptual data model according to an embodiment of the invention.
FIG. 3 illustrates a method for sharing a data change to a data object in a multimaster database system using per-object version vectors, according to an embodiment of the invention.
FIG. 4 illustrates a method for detecting and deconflicting a conflict involving concurrent changes to a data object using per-object version vectors, according to an embodiment of the invention.
FIG. 5 illustrates an example of detecting and deconflicting a conflict involving concurrent changes to a data object using per-object version vectors according to an embodiment of the invention.
FIG. 6 illustrates an example of sharing data changes using per-link set version vectors according to an embodiment of the invention.
FIG. 7 illustrates a computer system with which an embodiment may be implemented.
DETAILED DESCRIPTION Introduction
Referring to the figures, exemplary embodiments of the invention will now be described. The exemplary embodiments are primarily described with reference to block diagrams or flowcharts. As to the flowcharts, each block within the flowcharts represents both a method step and an apparatus element for performing the method step. Depending upon the implementation, the corresponding apparatus element may be configured in hardware, software, firmware, or combinations thereof.
Further, in the following description, for the purposes of explanation, numerous specific details are set forth in order to provide a thorough understanding of the present invention. It will be apparent, however, that the present invention may be practiced without these specific details. In other instances, block diagrams include well-known structures and devices in order to avoid unnecessarily obscuring the present invention.
Overview
According to one or more embodiments of the present invention, a multimaster database system and computer-based method therein provide sharing and deconfliction of data changes amongst a plurality of replication sites.
In a particular embodiment, data changes at sites to data objects are tracked by each site on a per-data object basis using per-data object version vectors. The method includes a first computing device at a first site making a change to a data object. The first computing device shares the change to the data object with one or more other sites. A second computing device at a second site receives an update reflecting the change to the data object made by the first computing device at the first site. The update includes an identification of the data object, data reflecting the change to the data object, and a version vector for the data object at the first site. The second computing device obtains a version vector for the data object at the second site and compares the version vector of the data object at the first site to the version vector of the data object at the second site to determine whether the two version vectors are identical, ordered, or concurrent. Based on this comparison, the second site either attempts to automatically deconflict the two versions of the data object if, according to their version vectors, they are concurrent, or automatically incorporates the received update into the second site's copy of the data object if, according to their version vectors, the version of the data object at the second site is ordered before the version received in the update.
In another particular embodiment, data changes at sites to links connecting two data objects are tracked on a per-link set basis using per-link set version vectors. The method includes a first computing device at a first site making a change to a set of links connecting two data objects. The first computing device shares the change to the link set with one or more other sites. A second computing device at a second site receives an update reflecting the change to the link set made by the first computing device at the first site. The update includes an identification of the link set and a version vector for the link set at the first site. The second computing device obtains a version vector for the link set at the second site and compares the version vector for link set at the first site to the version vector of the link set at the second site to determine whether the two version vectors are identical, ordered, or concurrent. Based on this comparison, the second site either attempts to automatically deconflict the two versions of the link set if, according to their version vectors, they are concurrent, or automatically incorporates the received update into the second site's copy of the link set if, according to their version vectors, the version of the link set at the second site is ordered before the version received in the update.
In another particular embodiment, per-object version vectors are used to detect a conflict resulting from concurrent changes at two or more sites in which at least one of the concurrent changes includes an object resolution change. The method includes a first computing device at a first site of the plurality of sites resolving two or more data objects together via an object resolution feature of a database system or database application. The first computing device shares the resolution change with one or more other sites of the plurality of sites. A second computing device receives an update reflecting the resolution change made by the first computing device at the first site. The update includes an identification of each of the two or more data objects that were resolved together, and, for each of the two or more data objects, a version vector of the data object at the first site. The second computing device obtains, for each of the two or more data objects, a version vector of the data object at the second site. The second computing device compares, for each of the two or more data objects, the version vector of the data object at the first site to the version vector of the data object at the second site to determine whether the two versions are identical, ordered, or concurrent. In response to the second computing device determining that the version vector of at least one data object of the two or more data objects at the first site is concurrent with the version vector of the at least one data object at the second site, the second computing device determines that the resolution change made by the first computing device at the first site conflicts with the version of the at least one data object at the second site.
Other embodiments include, without limitation, a computer-readable non-transitory medium that includes processor-executable instructions that enable a processing unit to implement one or more aspects of the disclosed methods as well as a system configured to implement one or more aspects of the disclosed methods.
Multimaster Database System with Deconfliction Engine
FIG. 1 illustrates a multimaster database system 100 for use in sharing and deconflicting data changes amongst a plurality of replication sites according to an embodiment of the invention. In one embodiment, sites 101, 102, and 103 are coupled through one or more data networks such as the Internet, one or more wide area networks (WANs), one or more local area networks (LANs), one or more network communication buses, or some combination thereof. It is not necessary that a highly or continuously available data network exist between replication sites and the data network(s) connecting any two sites may only be periodically available. In another embodiment, one or more of the sites are not connected to any other site in the system and data is transported to and from these sites manually using portable media or a portable media device as such as a Compact Disc (CD), a Digital Versatile Disc (DVD), Universal Serial Bus (USB) flash device, etc.
Each site 101, 102, and 103 may comprise one or more networked computing devices such as one or more workstation computers, server computers, laptop computers, mobile computing devices, or combinations thereof connected to each other via one or more data networks. Further, while only three sites are shown in FIG. 1, multimaster database system 100 may comprise many hundreds or even many thousands of geographically distributed sites.
According to one embodiment, each site 101, 102, and 103 each have copies 111, 112, and 113 of the same body of data. The body of data may be, for example, one or more tables in a relational database. However, embodiments of the invention are not limited to relational databases and any type of database capable of supporting the conceptual data model described herein may be used. Non-limiting examples of types of databases capable of supporting the conceptual data model described herein include relational databases, hierarchical databases, and object-oriented databases.
With respect to that particular body of data, site 101 may be configured to asynchronously propagate to site 102 changes made to copy 111, and asynchronously propagate to site 103 changes made to copy 111. Similarly, site 102 may be configured to asynchronously propagate to site 101 changes made to copy 112, and asynchronously propagate to site 103 changes made to copy 212. Site 103 may be configured to asynchronously propagate to both sites 101 and 102 changes made to copy 113. However, it is not necessary that each site be configured to propagate to every other site changes made to its copy of the body of data. In other words, a full-meshed multimaster site topology is not required to implement embodiments of the invention and partially-meshed or cascading multimaster topologies may be used.
As system 100 employs an asynchronous replication scheme, each copy 111, 112, and 113 of the body of data is loosely consistent with the other copies. That is, each copy may diverge from time to time such that at any given moment one copy's view of the body of data may be different from another copy's view of the body of data. In the absence of new changes, the copies are expected to eventually become consistent with one another. Thus, as well as being loosely consistent with one another, the copies 112, 112, 113, etc. can also be said to be eventually consistent.
Each site 101, 102, and 103 has deconfliction logic 120 for receiving remote changes to the body of data from other sites, detecting conflicts, deconflicting detected conflicts either automatically or with user assistance, and sharing local changes to the body of data with other sites. Deconfliction logic 120 may be implemented as one or more computer software programs, one or more field programmable logics, hard-wired logic, or a combination thereof. In one embodiment, deconfliction logic 120 is a software component of a database management system such as those commercially available from the Oracle Corporation of Redwood Shores, Calif. and the Microsoft Corporation of Redmond Wash. In another embodiment, deconfliction logic 120 is software component of a web-based, server-based or desktop application that uses a database management system for performing the deconfliction techniques described herein. In yet another embodiment, deconfliction logic 120 is implemented in part by a web-based, server-based or desktop application and in part by a database management system.
As used herein, the term “change”, unless otherwise apparent from the surrounding text, refers to an addition, edit, or deletion to a copy of the body of data at a site. A change can be initiated by a user or a computing process. In addition, a change can also be initiated by deconfliction logic 120 in response to receiving notification of a previous change made at a site different from the site receiving the notification.
As used herein, the term “update”, unless otherwise apparent from the surrounding text, refers to information about a change that is sent from the site that made the change to another site. Each change may result in an update being received by every other site so that the other sites can incorporate the change into their respective copies of the body of data. Reception of an update at a site may raise a conflict with the receiving site's copy of the body of data. Techniques implemented by deconfliction logic 120 for detecting and deconflicting conflicts in various scenarios are described in greater detail below.
Object-Centric Data Model
In one embodiment, the body of data, of which each site 101, 102, and 103 maintains a copy of, is conceptually structured according to an object-centric data model. It should be understood that this conceptual data model is independent of any particular database data model that may be used for storing a copy of the body of data at a site. For example, each object of the conceptual data model may correspond to one or more rows in a relational database or an entry in Lightweight Directory Access Protocol (LDAP) database.
FIG. 2 illustrates an object-centric conceptual data model 200 according to an embodiment. Model 200 is centered on the notion of a data object 201. At the highest level of abstraction, data object 201 is a container for information representing things in the world. For example, data object 201 can represent an entity such as a person, a place, an organization, or other noun. Data object 201 can represent an event that happens at a point in time or for a duration. Data object 201 can represent a document or other unstructured data source such as an e-mail message, a news report, or a written paper or article. At a minimum, each data object 201 is associated with a unique identifier that uniquely identifies the data object within system 100. Each data object 201 may also have a type (e.g., Person, Event, or Document) and a display name which may be the value of a particular property of the data object.
Each data object 201 may have one or more properties 203. Properties 203 are attributes of the data object 201 that represent individual data items. At a minimum, each property 203 of a data object 201 has a type and a value. Different types of data objects may have different types of properties. For example, a Person data object might have an Eye Color property and an Event object might have a Date property. In one embodiment, the set of data object types and the set of property types for each type of data object supported by the system 100 are defined according to a pre-defined or user-defined ontology or other hierarchical structuring of knowledge through sub-categorization of object types and property types according to their relevant and/or cognitive qualities. In addition, data model 200 may support property multiplicity. In particular, a data object 201 may be allowed to have more than one property 203 of the same type. For example, a Person data object might have multiple Address properties or multiple Name properties.
Each link 202 represents a connection between two data objects 201. In one embodiment, the connection is either through a relationship, an event, or through matching properties.
A relationship connection may be asymmetrical or symmetrical. For example, Person data object A may be connected to Person data object B by a Child Of relationship (where Person data object B has an asymmetric Parent Of relationship to Person data object A), a Kin Of symmetric relationship to Person data object C, and an asymmetric Member Of relationship to Organization data object X. The type of relationship between two data objects may vary depending on the types of the data objects. For example, Person data object A may have an Appear In relationship with Document data object Y or have a Participate In relationship with Event data object E.
As an example of an event connection, two Person data objects may be connected by an Airline Flight data object representing a particular airline flight if they traveled together on that flight, or by a Meeting data object representing a particular meeting if they both attended that meeting. In one embodiment, when two data objects are connected by an event, they are also connected by relationships, in which each object has a specific relationship to the event, such as, for example, an Appears In relationship.
As an example of a matching properties connection, two Person data objects representing a brother and a sister, may both have an Address property that indicates where they live. If the brother and the sister live in the same home, then their Address properties likely contain similar, if not identical information. In one embodiment, a link between two data objects may be established based on similar or matching properties of the data objects.
The above are just some examples of the types of connections that may be represented by a link and other types of connections may be represented. Thus, it should be understood that embodiments of the invention are not limited to any particular types of connections between data objects. For example, a document might contain two different tagged entities. A link between two data objects may represent a connection between these two entities through their co-occurrence within the same document.
Each data object 201 can have multiple links with another data object 201 to form a link set 204. For example, two Person data objects representing a husband and a wife could be linked through a Spouse Of relationship, a matching property (Address), and an event (Wedding).
In one embodiment, data model 200 supports object resolution. As mentioned above, object resolution includes a user or an automated computing process determining that two or more separate data objects 201 actually represent the same real-world entity and invoking a function of the system 100 at a site 101, 102, 103, etc. so that the separate data objects appear to users of the system 100 as if they were a single data object. In one embodiment, when one data object 201 is resolved together with another data object 201 the properties and links of one data object are copied to the other data object and then deleted from the data object from which they were copied. However, both data objects are still retained by the system. As well as facilitating the ability to un-resolve data objects that were previously resolved together, retaining data objects after resolving them together facilitates detection and deconfliction of conflicts as described in greater detail below.
Per-Data Object Version Vectors
A version vector is known mechanism for tracking changes in distributed systems. However, version vectors are typically employed on a per-site basis. That is, with typical implementations of version vectors in distributed systems, each site uses a single version vector to track all changes made to the copy of the database maintained by that site.
In accordance with an embodiment of the invention, in order to track and to deconflict changes to the body of data, each site 101, 102, 103, etc. maintains version vectors on a per-data object basis. By doing so, conflicts involving changes to properties of data objects and conflicts involving object resolution changes can be appropriately detected and deconflicted as explained in greater detail below.
In one embodiment, each site maintains one version vector for each data object managed by the system. Thus, for a system having m sites managing n data objects, each site will maintain n version vectors for a total of m*n version vectors maintained by all m sites. Each version vector may contain up to m elements, one for each of the m sites. Each element of a version vector holds a value representing a logical clock for the associated data object at the site corresponding to the element. In a practical embodiment, to conserve data storage space, data maintained at a site representing a version vector may not represent all m elements, but instead some subset of the m elements. For example, elements of a version vector that have a default value may not be represented.
Each site has, in each version vector that the site maintains, its own logical clock value as one of the elements. This logical clock value represents the version of the associated data object at the site maintaining the version vector. Each other element in the version vector represents the site's best guess based on the updates the site has received of the version of the associated data object at the site corresponding to the other element.
In one embodiment, each element of a version vector is set to some initial value (e.g., zero). When a site changes one or more properties of a data object in a database transaction against the site's copy of the body of data, the site increments its own logical clock in the version vector associated with the data object by a fixed value (e.g., one). When sharing the change with other sites as an update, the site includes in the update data representing the change to the data object and data representing the site's version vector for the data object after the increment. A site receiving the update can compare the version vector in the update with its own version vector for the data object to determine whether the version of the data object at the receiving site and the version of the data object in the update are: (1) identical, (2) ordered, or (3) concurrent.
Known techniques for comparing two version vectors to determine whether the two versions are identical, ordered, or concurrent can be used. In one embodiment, comparing two version vectors includes comparing each element in one version vector with the corresponding element in the other version vector. Correspondence between elements is determined based on the site the elements correspond to. In particular, the element for a site in one version vector is compared against the element for the same site in the other version vector. Two versions are identical if each element in one version vector equals the corresponding element in the other version vector. The two versions are ordered if one version “happened before” the other. Version vector A happened before version vector B if each element in version vector B is greater than or equal to the corresponding element in version vector A and at least one element in the version vector B is greater than the corresponding element in version vector A. Similarly, version vector B happened before version vector A if each element in version vector A is greater than or equal to the corresponding element in version vector B and at least one element in the version vector A is greater than the corresponding element in version vector B. Two versions are concurrent if they are neither identical nor ordered.
Sharing Changes to Data Objects Using Per-Object Version Vectors
FIG. 3 illustrates a method 300 for sharing a data change to a data object in a multimaster database system using per-object version vectors, according to an embodiment of the invention. As shown, the method 300 begins at step 305 where a site makes a change to a local copy of a data object stored in the site's copy of the body of data. For example, a user may use a database application at the site to add, delete, or edit one or more properties of the data object.
In one embodiment, as part of changing a data object at a site, each change results in a new version of the data object at the site. At step 310, the site's local logical clock in the version vector for the data object is incremented by a fixed value (e.g., one) to reflect the new version of the data object at the site where the change was made. The other elements in the version vector are not incremented.
In one embodiment, each change to a data object at a site is shared with every other site in the system. Depending on the topology of the multimaster system (e.g., full-meshed or partially meshed), a site making a change may communicate with every other site to share the change, or just some subset of them that are responsible for communicating the change with other sites. At step 315, the change made at step 305 is shared with at least one other site in the system. Sharing the change includes sending, to the at least one other site, data that represents the change and data that represents the version vector for the changed data object after the increment at step 310.
In one embodiment, data that represents the change includes an identifier of the data object and a materialized representation of the data object including all properties of the data object. In another embodiment, data that represents the change includes an identifier of the data object but just the properties of the data object affected by the change. Data that represents the version vector for the changed data object need not include a representation of each element of the version vector and in a practical embodiment, data representing only a subset of all possible elements of the version vector is shared with the at least one other site.
Detecting and Deconflicting Conflicts Involving Changes to Data Objects Using Per-Object Version Vectors
FIG. 4 illustrates a method 400 for detecting and deconflicting a conflict involving concurrent changes to a data object using per-object version vectors, according to an embodiment of the invention. As shown, the method 400 begins at step 405 where a site receives an update for a data object from another site. The update includes data that represents a change to the data object including an identifier of the changed data object and data that represents the version vector for the changed data object. The version vector represents the version of the data object at the site that made the change immediately after the change was made. For clarity of explanation, the version vector for the changed data object received in the update will be referred to as the changing site's version vector for the data object.
At step 410, the site receiving the update obtains locally its version vector for the data object based on the identifier of the data object included in the update and compares its version vector with the changing site's version vector to determine whether the two versions are identical, ordered, or concurrent. As mentioned above, this comparison includes comparing the changing site's version vector with the receiving site's version vector on an element by element basis.
At step 415, a determination is made whether the changing site's version for the data object received in the update and the receiving site's version vector for the data object are concurrent. If the two versions are concurrent, then a conflict has been detected. That is, the version of the data object at the receiving site reflects a change to the data object made without knowledge of the change received in the update and the version of the data object received in the update reflects a change to the data object made without knowledge of the change that the receiving site is aware of. If a conflict is detected, then the method 400 proceeds to step 420 where the concurrent changes resulting in the conflict is either automatically or manually deconflicted.
At step 420, an initial determination is made whether the conflict can be automatically deconflicted. In one embodiment, determining whether a conflict can be automatically deconflicted is based on a set of heuristics and/or deconfliction rules. The set of heuristics and/or deconfliction rules may be user defined. For example, in one embodiment, determining whether a conflict can be automatically deconflicted includes determining whether the concurrent changes involve changes to non-overlapping properties or non-overlapping property types of the data object. For example, if the change received in the update is to a Phone Number property of a particular Person data object and the change the receiving site is aware of is to an Address property of the particular data object, then the system may automatically determine that both changes can accepted. In one embodiment, non-overlapping properties are detected at the receiving site by performing a property by property comparison between the changing site's version of the data object received in the update and the receiving site's version of the data object.
If the conflict cannot be automatically deconflicted, then the receiving site holds the update in a pending update queue for the data object until it can be deconflicted with the aide aid of user input. For example, the receiving site may not be able to automatically deconflict a conflict if the concurrent changes involve changes to the same property of a data object. For example, if the change received in the update is to a Phone Number property of a particular Person data object and the change to the data object the receiving site is aware of is also to the Phone Number property of the particular data object, then the receiving site may not be able to automatically resolve the conflict. While an update to a data object remains in the receiving site's pending update queue for the data object, the receiving site can continue to make changes to the data object and accept and apply updates to the data object received from other sites until the user either discards or accepts the update.
In one embodiment, to help a user make an informed deconfliction decision when manually deconflicting a conflict involving concurrent changes to a data object, the deconflicting site determines the greatest common ancestor at the deconflicting site of (a) the version of the data object in the pending update queue at the deconflicting site (pending version) and (b) the current version of the data object at the deconflicting site (current version). The greatest common ancestor of these two versions is determined as the most recent version of the data object at the deconflicting site that is ordered before (i.e., happened before) both (a) the pending version of the data object and (b) the current version of the data object according to their respective version vectors. An application at the deconflicting site uses the greatest common ancestor information to present to a user the differences between both: (1) the greatest common ancestor version of the data object and the pending version and (2) the greatest common ancestor version and the current version. For example, the application may present a graphical user interface that provides a visual indication of the property-wise differences so that a user can understand the nature of the concurrent changes and indicate which version of the data object is correct. Based on presentation of the differences (1) and (2), the user can determine which one of the two versions for the data object is the correct version for the data object and provide an indication through the application of the selected version.
At step 425, the deconfliction of the concurrent changes in step 420 results in a change to the receiving site's local copy of the data object. The change to the data object reflects the result of the deconfliction. For example, if it was determined in step 420 that the concurrent changes involved non-overlapping properties, then the change made to the data object at step 425 might involve modifying the receiving site's local copy of the data object to incorporate the changed non-overlapping properties received in the update.
After the change is made to the receiving site's local copy of the data object, at step 430, the changing site's version vector for the data object is merged together with the receiving site's version vector for the data object. Merging the two version vectors includes merging each element in the changing site's version vector for the data object with the corresponding element in the receiving site's version vector for the data object. Merging two elements includes choosing the numerically greater of the two elements as the value of the element in the new version vector. What is produced by this merging at step 430 is a new version vector that is ordered after both the receiving site's version vector for the data object and the changing site's version vector for the data object. Stated otherwise, the receiving site's version vector for the data object and the changing site's version vector now both happened before the new version vector. After the two version vectors are merged, the receiving site's version vector for the data object is replaced with the new version vector which then becomes the version vector for the data object at the receiving site.
Step 435 is similar to a combination of steps 310 and 315 of method 300. At step 435, the receiving site's logical clock in the version vector for the data object is incremented by a fixed value (e.g., one) to reflect the change made at step 425 as a result of the deconfliction at step 420. The other elements in the version vector are not incremented. In addition, at step 430, the change(s) to the receiving site's copy of the data object are shared with other site(s) in the system.
If, at step 415, the receiving site determines that the changing site's version vector for the data object and the receiving site's version vector for the data object are either identical or ordered (i.e., not concurrent), then, at step 440, the receiving site either incorporates the update into the receiving site's local copy of the data object or discards the update. In one embodiment, the receiving site incorporates the update into the receiving site's local copy of the data object if the receiving site's version vector for the data object is ordered before (i.e., happened before) the changing site's version vector for the data object. Incorporating the update into the receiving site's local copy of the data object includes overwriting data object information in the receiving site's local copy with the superseding changes for the data object included in the update. In one embodiment, the receiving site discards the update if the receiving site's version vector for the data object is identical to the changing site's version vector for the data object. The receiving site may also discard the update if the changing site's version vector for the data object is ordered before (i.e., happened before) the receiving site's version vector for the data object. In this latter case, the update represents an old change that was already incorporated into and been superseded by the receiving site's version of the data object.
If, at step 435, the update was incorporated into the receiving site's local copy of the data object, then, at step 450, the changing site's version vector for the data object is merged together with the receiving site's version vector for the data object to produce a new version vector for the data object at the receiving site. Step 450 is similar to step 430. However, unlike the case where the received update to the data object is in conflict with the receiving site's version of the data object, the new version vector for the data object at the receiving site is not incremented after merging the receiving site's version vector for the data object and the changing site's version vector for the data object.
Method 300 and method 400 of FIGS. 3 and 4 will now be further explained by example with reference to FIG. 5. FIG. 5 illustrates an example of sharing and deconflicting data changes in multimaster system 100. Logical time proceeds downward from the top of the figure to the bottom as events occur at the sites 101, 102, and 103. As shown, each site 101, 102, and 103 initially has identical copies of the same data object. The data object has two attributes: a Type attribute and a Name attribute. The Type attribute is set to the value “Person” and the Name attribute is set to the value “J.S.” in each copy of the data object at each site. In addition, each site 101, 102, and 103 maintains a version vector for the data object. Initially, the version vectors are identical (i.e., <1, 0, 0>) reflecting that each site has the same version of the data object. Each version vector has three elements, one for each site 101, 102, and 103. In the example depicted in FIG. 5, the first (leftmost) element of each version vector corresponds to site 101, the second (middle) element of each version vector corresponds to site 102, and the third (rightmost) element of each version vector corresponds to site 103.
At event 503 at site 101, a local change is made to site 101's copy of the data object. In particular, the Name property is changed from “J.S.” to “John Smith”. In accordance with step 310 of method 300, site 101's logical clock for the data object is incremented by a fixed value. In the example, site 101's logical clock in the version vector for the data object is incremented from 1 to 2.
In accordance with step 315 of method 300, at event 505, site 101 shares the change to its copy of the data object with site 102. In particular, an update is sent from site 101 to site 102. In one embodiment, the update includes an identifier of the data object, data representing the change made, and data representing site 101's version vector for the data object (e.g., <2, 0, 0>).
At event 507, the update sent from site 101 is received at site 102. In accordance with step 410 of method 400, the version vector for the data object received in the update <2, 0, 0> is compared against site 102's current version vector for the data object <1, 0, 0>. Such comparison reveals that sites 102's version vector happened before (is ordered before) site 101's version vector. Thus, the update received at site 102 reflecting the change made at site 101 does not conflict with site 102's version of the data object. In accordance with step 440 of method 400, site 102 incorporates the change received in the update into its local copy of the data object with the change received in the update superseding any differing properties of site 102's copy of the data object. In particular, the value of the Name property in site 102's copy of the data object is changed from “J.S.” to “John Smith”. In accordance with step 450 of method 400, Site 101's version vector for the data object received in the update is merged with site 102's version vector to produce a new version vector for the data object at site 102 of <2, 0, 0>.
At event 509, site 101's update is propagated by site 102 to site 103. In one embodiment, site 102 is configured to perform such propagation as part of a partially-meshed or cascading multimaster replication topology. In an alternative embodiment, instead of relying on site 102 to propagate the update, site 101 communicates the update to both site 102 and site 103 as part of a fully meshed multimaster replication topology. At event 511, site 103 receives the update and incorporates the update into its local copy of the data object and merges version vectors by performing steps similar to those performed by site 102 at event 507.
Event 513 and event 515 represent concurrent changes to the data object. In particular, at site 102 a Phone # property is added to the data object. At site 103, an Address property is added to the data object. In accordance with step 310 of method 300, site 102 and site 103 both increment their logical clock for the data object. At event 517, site 102 sends an update to site 103 reflecting the addition of the Phone # property. At event 519, site 103 sends an update to site 102 reflecting the addition of the Address property. Although not shown in FIG. 5, sites 102 and 103 may also communicate updates to other sites in the system (e.g., site 101). At event 521, site 102 receives the update sent from site 103 and detects the conflict. In particular, the version vector received in the update from site 103 (i.e., <2, 0, 1>) is not identical to, nor ordered before or after, the version vector for the object at site 102 (i.e., <2, 1, 0>). In accordance with step 420 of method 400, site 102 attempts to automatically deconflict the conflict based on a pre-specified set of heuristics and/or deconfliction rules. In the example of FIG. 5, site 102 compares its copy of the data object with the version of the data object received in the update and determines that the concurrent changes involve changes to non-overlapping properties. Thus, at event 512, site 102 determines that the conflict can be automatically deconflicting and updates its local copy of the data object accordingly. In particular, the Address property received in the update is added to site 102's local copy of the data object. Further, in accordance with step 430 of method 400, site 102's version vector for the data object is merged with site 103's version vector for the data object received in the update and the resulting version vector becomes the new version vector for the data object at site 102. Then, in accordance with step 435 of method 400, site 102 increments its logical clock in the version vector for the data object by one to produce a newe new version vector for the data object at site 102 of <2, 2, 1>.
At event 523, site 103 performs a process similar to what site 102 performs at event 521.
Avoiding Needless Repetitive Updates
After event 521 at site 102 and after event 523 at site 103, site 102 and site 103 both have identical copies of the data object. However, site 102 and site 103 have different version vectors for the data object. In the example, site 102 has a version vector for the data object of <2, 2, 1> and site 103 has a version vector for the data object of <2, 1, 2>. In accordance with step 435 of method 400, site 102 and site 103 may send an update to each other reflecting their respective automatic deconfliction operations performed at events 521 and 523 respectively. When received by the other site, these updates will be detected as conflict. For example, site 102's version vector <2, 2, 1> is not identical, nor ordered before or after, site 103's version vector <2, 1, 2>. If no corrective action is taken, site 102 and site 103 will repeatedly and needlessly deconflict, increment their logical clocks for the data object, and send updates to each other even though both sites have identical copies of the data object.
In one embodiment, to avoid needless repetitive updates, at step 420 of method 400, after a conflict has been detected, a comparison is made between the version of the data object received in the update and the receiving site's version of the data object. If the two versions are identical, then only a merge of the two version vectors is performed (step 430). The receiving site's local copy of the data object is not changed and the receiving site's logical clock in the version vector for the data object is not incremented (i.e., steps 425 and 435 are not performed). In one embodiment, this comparison includes a property by property comparison between the two versions of the data object.
For example, returning to FIG. 5, at event 529, site 102 receives an update from site 103 indicating that site 103 added the Phone # property to its copy of the data object and including its current version vector for the data object of <2, 1, 2>. Upon receiving this update, site 102 detects a conflict because its version vector <2, 2, 1> is not identical to, nor ordered before or after, site 103's version vector <2, 1, 2>. Site 102 compares its version of the data object with the version of the data object received in the update from site 103. Upon determining that the versions are identical (i.e., both versions have the same properties with the same values), site 102 merges the two version vectors to produce a new version vector for the data object at site 102 of <2, 2, 2>. Site 103 performs a similar process at event 531 to arrive at the same version vector <2, 2, 2>. Now that both version vectors are identical, a conflict may not no longer be detected and updates relating to the previous deconfliction no longer propagated by the sites.
Per-Link Set Version Vectors
In one embodiment, links connecting two data objects are versioned separately and independently from the data objects connected by the links. In particular, the set of links connecting two objects is associated with its own version vector separate from the versions vectors associated with the two objects. Each site maintains a version vector for each link set. Changes to a link set at a site including adding a link to the set or removing a link from the set result in the site incrementing its local logical clock for the link set and the site sharing the change to the link set with other sites. The versions vectors associated with copies of a link set at the sites can be used to detect and deconflict conflicts involving concurrent changes to two different copies of the same link set in a manner similar that described above for how per-object version vectors can be used to detect and deconflict conflicts involving concurrent changes to two different copies of the same data object.
In addition, per-link set version vectors allow sites to automatically incorporate a concurrent change that includes a change to a link set and a change to a data object connected to another data object by the link set. For example, assume Site A and Site B have the same version of data object X and the same version of data object Y. Further, assume that Site A's version vector for data object X is identical to Site B's version vector for data object X and that Site A's version vector for data object Y is identical to Site B's version vector for data object Y. If a local change is made to data object X at Site A (e.g., by adding a new property), then Site A increments its local logical clock in the version vector for data object X and sends an update to Site B. Assume that, before Site B receives the update regarding the change to data object X at Site A, a local change is made at Site B linking data object X and data object Y. According to one embodiment, this causes Site B to increment its local logical clock in the version vector for the link set connecting data objects X and Y. However, in this case, Site B does not increment its local logical clock for either data object X or data object Y. Site B then sends an update to Site A reflecting the change to the link set between data objects X and Y. Upon receiving the update from Site B regarding the link set change, Site A incorporates the update such that data object X as modified by the change at Site A is linked to data object Y. Similarly, upon receiving the update from Site A regarding the change to data object X, Site B incorporates the update such that data object X as modified by the change at Site A is linked to data object Y. After the updates have been shared with each other, both Site A and Site B have identical copies of data object X and data object Y and identical copies of the links set connected data objects X and Y.
This example is illustrated in FIG. 6. As shown, initially Site A and Site B have the same version of data object X and the same version of data object Y. Events 603 and 605 represent concurrent changes. In particular, at event 603, a local change is made to data object X at Site A. For example, a change is made involving a property of data object X. Concurrently, at event 605, a local change is made at Site B linking data object X and data object Y For example, if data object X and data object Y each represent a particular person, they may be linked through a Friend Of relationship. At event 607, Site A shares its change to data object X with Site B and includes its version vector for data object X<2, 0, 0> in its update. At event 609, Site B shares its change to the X-Y link set and includes its version vector for the X-Y link set <1, 0, 0> in its update. Both sites receive and incorporate each other's updates into their respective copies of the database at events 611 and 613. Note that in this example there is no detected conflict between the concurrent changes because the set of links connecting data objects X and Y is versioned separately and independently of the data objects X and Y themselves.
Using Per-Object Version Vectors to Detect Object Resolution Conflicts
As mentioned, some database systems may support “object resolution”. Object resolution involves a user or an automated computing process determining that two or more separate data objects actually represent the same real-world entity and invoking a function of the database system so that the separate data objects are resolved together into a single data object. For example, assume there are two separate data objects, one having a Name property value of “John Smith”, the other having a Name property value of “J. S.”. A user may decide that these two data objects both represent the same real-world person. Accordingly, in a database system that supports object resolution, the user may invoke a function of the database system so that the two separate data objects are resolved to a single data object having a name property value of “John Smith” or “J.S.” as selected by the user resolving the objects together.
In multimaster database systems employing asynchronous replication, it would be desirable to detect as a conflict concurrent changes that include an object resolution change. For example, assume that in database A, User 1 changed the hair color property of a data object representing a person named “J.S.” from “brown” to “blonde”. Further assume that before the hair color change made by User 1 can be propagated from database A to database B that User 2 changes database B by resolving together the data object representing “J.S.” with another data object representing a person named “John Smith”. It would be desirable for the multimaster database system to detect these two concurrent changes as a conflict as User 2 may not have decided to resolve “J.S.” and “John Smith” together if User 2 had known that John Smith's hair color was changed by User 1. Similarly, User 1 may not have decided to change the hair color of “J.S.” had User 1 known that User 2 resolved “J.S.” and “John Smith” together.
In one embodiment, per-object version vectors are used to detect as a conflict a concurrent change involving an object resolution change. In particular, when a site resolves two or more objects together, the site increments each local logical clock at the site in each version vector for each data object resolved together. The resolution of the data objects is then shared as an update with other sites. The update includes the sharing site's resulting version vectors for each of the data objects that were resolved together.
According to one embodiment, a site receiving the update detects a conflict by comparing each version vector for each data object in the object resolution update with its version vector for the corresponding data object. If any of the version vectors are concurrent, then a conflict is detected. The resolution of the objects is incorporated into the receiving site's copy of the database only if each and every version vector received the update is identical to or ordered after the corresponding version vector at the receiving site.
As an example, assume data object X at site 101 of FIG. 1 has version vector <1, 0, 0> and data object Y at site 101 has version vector <1, 0, 0>. When data objects X and Y are resolved together at site 101, each logical clock for data objects X and Y at site 101 is incremented by a fixed value (e.g., one) giving a version vector at site 101 of <2, 0, 0,> for data object X and a version vector at site 101 of <2, 0, 0> for data object Y. When the object resolution change at site 101 is shared by site 101 with other sites (e.g., site 102 and site 103), the update includes data indicating the object resolution change (i.e., that data objects X and Y were resolved together) and site 101's version vectors for the data objects that were resolved together (e.g., <2, 0, 0> for data object X and <2, 0, 0> for data object Y). Further assume that a change concurrent with the object resolution change made at site 101 is made to data object X at site 102 thereby changing the version vector for data object X at site 102 from <1, 0, 0> to <1, 1, 0>. For example, a property of data object X is modified at site 102. Upon receiving the update sent from site 101 regarding the object resolution change, site 102 will detect these concurrent changes as a conflict. A conflict will be detected at site 102 because a version vector for at least one data object received in the object resolution update from site 101 is concurrent with the version vector for the data object at site 102. In particular, the version vector for data object X received in the update <2, 0, 0> is concurrent with the version vector for data object X at site 102 <1, 1, 0>. In response to detecting the conflict, site 102 may attempt to automatically deconflict the conflict according to pre-defined heuristics and/or deconfliction rules, or may require input from a user to deconflict the conflict.
Object Resolution Aware Happens After (RAHA)
In one embodiment, a site receiving an update involving a change to a data object that has been resolved together at the receiving site with one or more other data objects will be applied at the receiving site only if each and every data object resolved together at the receiving site is available in the update. If each and every data object is not available in the update, then the update may be placed in the receiving site's pending update queue. A process at the receiving site periodically scans the pending update queue for updates that, when combined, include each and every data object resolved together at the receiving site. If the scanning process discovers such a combination, then the updates may be applied atomically in combination at the receiving site.
For example, consider the following events that occur in system 100 of FIG. 1:
(1) Both site 101 and site 102 have copies of data objects X, Y, and Z each at version <1, 0, 0>. Further, data objects X, Y, and Z are resolved together at both site 101 and site 102.
(2) At site 101, data object X is unresolved from data objects Y and Z. Each version vector at site 101 is incremented such that each data object X, Y, and Z is now at version <2, 0, 0> at site 101.
(3) Site 101 sends an update to site 102 that includes data representing data object X at version <2, 0, 0> and data representing the resolution of data objects Y and Z each at version <2, 0, 0>.
(4) Site 102 receives the update from site 101 and places the update in its pending update queue. The update is placed in the pending update queue because neither data object X at version <2, 0, 0> nor the resolution of data objects Y and Z each at version <2, 0, 0> includes all the data objects in the resolution of data objects X, Y, and Z each at version <1, 0, 0> at site 102.
(5) A scanning process at site 102 scans the pending update queue for updates that, when combined, include each and every of the data objects X, Y, and Z resolved together at site 102. The scanning process finds the updates received from site 102 in the pending update for data objects X, Y, and Z and applies them to site 102's copy of the body data after which both site 101 and site 102 have data object X at version <2, 0, 0> unresolved from resolved data objects Y and Z, each at version <2, 0, 0>.
Per-Site Global Acknowledgement Version Vectors
In one embodiment, to aid in determining what changes should be shared with other sites in the system, each site maintains a single global acknowledgement version vector which the site periodically shares with other sites in the system. A site's global acknowledgement version vector reflects a merging of all version vectors for all changes successfully applied to the site's local copy of the shared body of data. When a sending site shares a change with a receiving site, the receiving system is guaranteed to have successfully already received all changes that are ordered before (i.e., happened before) the receiving site's global acknowledgement version vector. Thus, the sending site need not send those changes to the receiving site that are ordered before (i.e., happened before) the receiving site's global acknowledgement version vector.
In one embodiment, changes in the pending update queue at a site are shared with other sites even though the updates are pending and have not yet been deconflicted. This is done for correctness in systems in which the replication topology is cyclic and/or dynamic. For example, consider system 100 of FIG. 1 in which all three sites 101, 102, and 103 are configured to share changes with each other. Further consider the following events that occur in system 100:
(1) Site 101 sends to site 102 an update for data object A at version <1, 0, 0> and an update for data object B at version <1, 0, 0>.
(2) Concurrent with event (1), site 102 edits object A to version <0, 1, 0>.
(3) Site 102, upon receiving the update for object B a version <1, 0, 0,> from site 101, applies the update to its local copy of object B. Site 102, upon receiving the update for data object A at version <1, 0, 0> from site 101, places the update in a pending update queue at site 102.
(4) Site 102 sends to site 103 an update for data object A at version <0, 1, 0> and an update for data object B at version <1, 0, 0>.
(5) Site 103, up receiving the update for object B at version <1, 0, 0> from site 102, applies the update to its local copy of object B. Site 103, upon receiving the update for data object A at version <0, 1, 0> from site 102, applies the update to its local copy of object A. Site 103's global acknowledgement version vector is at <1, 1, 0> as a result of merging the version vector for data object A at version <0, 1, 0> and the version vector for data object B at version <1, 0, 0>.
In this example, if, at event (4), the update for data object A at version <1, 0, 0> in site 102's pending update queue is not also shared with site 103, then site 103 may never receive the update because site 103's global acknowledgment version vector indicates that site 103 has already received the update. Thus, according to one embodiment, site 102 at event (4) will also share with site 103 the update in its pending update queue for data object A at version <1, 0, 0>. This is so even though the update has not yet been deconflicted. In one embodiment, the pending update is also stored in site 103's pending update queue. In this situation, the conflict can now be deconflicted at either site 102 or site 103.
Implementing Mechanisms—Hardware Overview
According to one embodiment, the techniques described herein are implemented by one or more special-purpose computing devices. The special-purpose computing devices may be hard-wired to perform the techniques, or may include digital electronic devices such as one or more application-specific integrated circuits (ASICs) or field programmable gate arrays (FPGAs) that are persistently programmed to perform the techniques, or may include one or more general purpose hardware processors programmed to perform the techniques pursuant to program instructions in firmware, memory, other storage, or a combination. Such special-purpose computing devices may also combine custom hard-wired logic, ASICs, or FPGAs with custom programming to accomplish the techniques. The special-purpose computing devices may be desktop computer systems, portable computer systems, handheld devices, networking devices or any other device that incorporates hard-wired and/or program logic to implement the techniques.
For example, FIG. 7 is a block diagram that illustrates a computer system 700 upon which an embodiment of the invention may be implemented. Computer system 700 includes a bus 702 or other communication mechanism for communicating information, and a hardware processor 704 coupled with bus 702 for processing information. Hardware processor 704 may be, for example, a general purpose microprocessor.
Computer system 700 also includes a main memory 706, such as a random access memory (RAM) or other dynamic storage device, coupled to bus 702 for storing information and instructions to be executed by processor 704. Main memory 706 also may be used for storing temporary variables or other intermediate information during execution of instructions to be executed by processor 704. Such instructions, when stored in storage media accessible to processor 704, render computer system 700 into a special-purpose machine that is customized to perform the operations specified in the instructions.
Computer system 700 further includes a read only memory (ROM) 708 or other static storage device coupled to bus 702 for storing static information and instructions for processor 704. A storage device 710, such as a magnetic disk or optical disk, is provided and coupled to bus 702 for storing information and instructions.
Computer system 700 may be coupled via bus 702 to a display 712, such as a cathode ray tube (CRT), for displaying 40 information to a computer user. An input device 714, including alphanumeric and other keys, is coupled to bus 702 for communicating information and command selections to processor 704. Another type of user input device is cursor control 716, such as a mouse, a trackball, or cursor direction keys for communicating direction information and command selections to processor 704 and for controlling cursor movement on display 712. This input device typically has two degrees of freedom in two axes, a first axis (e.g., x) and a second axis (e.g., y), that allows the device to specify positions in a plane.
Computer system 700 may implement the techniques described herein using customized hard-wired logic, one or more ASICs or FPGAs, firmware and/or program logic which in combination with the computer system causes or programs computer system 700 to be a special-purpose machine. According to one embodiment, the techniques herein are performed by computer system 700 in response to processor 704 executing one or more sequences of one or more instructions contained in main memory 706. Such instructions may be read into main memory 706 from another storage medium, such as storage device 710. Execution of the sequences of instructions contained in main memory 706 causes processor 704 to perform the process steps described herein. In alternative embodiments, hard-wired circuitry may be used in place of or in combination with software instructions.
The term “non-transitory media” as used herein refers to any media that store data and/or instructions that cause a machine to operation in a specific fashion. Such non-transitory media may comprise non-volatile media and/or volatile media. Non-volatile media includes, for example, optical or magnetic disks, such as storage device 710. Volatile media includes dynamic memory, such as main memory 706. Common forms of non-transitory media include, for example, a floppy disk, a flexible disk, hard disk, solid state drive, magnetic tape, or any other magnetic data storage medium, a CD-ROM, any other optical data storage medium, any physical medium with patterns of holes, a RAM, a PROM, and EPROM, a FLASH-EPROM, NVRAM, any other memory chip or cartridge.
Non-transitory media is distinct from but may be used in conjunction with transmission media. Transmission media participates in transferring information between non-transitory media. For example, transmission media includes coaxial cables, copper wire and fiber optics, including the wires that comprise bus 702. Transmission media can also take the form of acoustic or light waves, such as those generated during radio-wave and infra-red data communications.
Various forms of media may be involved in carrying one or more sequences of one or more instructions to processor 704 for execution. For example, the instructions may initially be carried on a magnetic disk or solid state drive of a remote computer. The remote computer can load the instructions into its dynamic memory and send the instructions over a telephone line using a modem. A modem local to computer system 700 can receive the data on the telephone line and use an infra-red transmitter to convert the data to an infra-red signal. An infra-red detector can receive the data carried in the infra-red signal and appropriate circuitry can place the data on bus 702. Bus 702 carries the data to main memory 706, from which processor 704 retrieves and executes the instructions. The instructions received by main memory 706 may optionally be stored on storage device 710 either before or after execution by processor 704.
Computer system 700 also includes a communication interface 718 coupled to bus 702. Communication interface 718 provides a two-way data communication coupling to a network link 720 that is connected to a local network 722. For example, communication interface 718 may be an integrated services digital network (ISDN) card, cable modem, satellite modem, or a modem to provide a data communication connection to a corresponding type of telephone line. As another example, communication interface 718 may be a local area network (LAN) card to provide a data communication connection to a compatible LAN. Wireless links may also be implemented. In any such implementation, communication interface 718 sends and receives electrical, electromagnetic or optical signals that carry digital data streams representing various types of information.
Network link 720 typically provides data communication through one or more networks to other data devices. For example, network link 720 may provide a connection through local network 722 to a host computer 724 or to data equipment operated by an Internet Service Provider (ISP) 726. ISP 726 in turn provides data communication services through the world wide packet data communication network now commonly referred to as the “Internet” 728. Local network 722 and Internet 728 both use electrical, electromagnetic or optical signals that carry digital data streams. The signals through the various networks and the signals on network link 720 and through communication interface 718, which carry the digital data to and from computer system 700, are example forms of transmission media.
Computer system 700 can send messages and receive data, including program code, through the network(s), network link 720 and communication interface 718. In the Internet example, a server 730 might transmit a requested code for an application program through Internet 728, ISP 726, local network 722 and communication interface 718.
The received code may be executed by processor 704 as it is received, and/or stored in storage device 710, or other non-volatile storage for later execution.
In the foregoing specification, embodiments of the invention have been described with reference to numerous specific details that may vary from implementation to implementation. Thus, the sole and exclusive indicator of what is the invention, and is intended by the applicants to be the invention, is the set of claims that issue from this application, in the specific form in which such claims issue, including any subsequent correction. Any definitions expressly set forth herein for terms contained in such claims shall govern the meaning of such terms as used in the claims. Hence, no limitation, element, property, feature, advantage or attribute that is not expressly recited in a claim should limit the scope of such claim in any way. The specification and drawings are, accordingly, to be regarded in an illustrative rather than a restrictive sense.

Claims (16)

What is claimed is:
1. In a multimaster database system comprising a plurality of sites, a method for sharing and deconflicting data changes, the method comprising:
at a first site of the plurality of sites, making a first change to a set of one or more links connecting two data objects by adding or removing one or more links from the set of links;
wherein the set of links is associated at the first site with a first version vector for the set of one or more links;
at a second site of the plurality of sites, making a second change to the set of links connecting the two data objects by adding or removing a link from the set of links;
wherein the set of links is associated at the second site with a second version vector for the set of links;
sharing the first change with the second site of the plurality of sites;
receiving, at the second site, an update reflecting the first change to the set of links at the first site;
wherein the update includes:
an identification of the set of links,
data reflecting the first change to the set of links at the first site, and
the first version vector for the set of links;
at the second site, comparing the first version vector for the set of links to the second version vector for the set of links to determine whether the first change to the set of links at the first set and the second change to the set of links at the second site are identical, ordered, or concurrent;
wherein the method is performed by a plurality of computing devices.
2. The method according to claim 1, wherein the second change to the set of links is made at the second site before the first change to the set of links is made at the first site; and wherein the method further comprises determining, based on the comparing, that the first and second changes are ordered.
3. The method according to claim 1, wherein the second change to the set of links is made at the second site before the first change to the set of links is made at the first site; and wherein the method further comprises determining, based on the comparing, that the first and second changes are concurrent.
4. In a multimaster database system comprising a plurality of sites, a method for sharing and deconflicting data changes, the method comprising:
at a first site of the plurality of sites:
resolving two or more data objects together to produce a data object resolution change;
sharing the data object resolution change with one or more other sites of the plurality of sites;
at a second site of the plurality of sites:
receiving an update reflecting the data object resolution change made at the first site;
wherein the update includes:
an identification of each of the two or more data objects,
data that indicates that the two or more data objects were resolved together, and
for each of the two or more data objects, a version vector for the data object;
comparing, for each of one or more of the two or more data objects, the version vector for the data object received in the update to a version vector at the second site for the data object to determine whether the data object resolution change and a version at the second site of the data object are identical, ordered, or concurrent;
determining, based on the comparing, that the data object resolution change is concurrent with a version at the second site of at least one of the two or more data objects; and
in response to determining that the data object resolution change is concurrent with a version at the second site of at least one of the two or more data objects, determining that the data object resolution change conflicts with a version at the second site of at least one of the two or more data objects;
wherein the method is performed by a plurality of computing devices.
5. One or more non-transitory computer-readable media storing instructions which, when executed by a plurality of computing devices, cause performing a method for sharing and deconflicting data changes in a multimaster database system comprising a plurality of sites, the method comprising:
at a first site of the plurality of sites, making a first change to a set of one or more links connecting two data objects by adding or removing one or more links from the set of links;
wherein the set of links is associated at the first site with a first version vector for the set of one or more links;
at a second site of the plurality of sites, making a second change to the set of links connecting the two data objects by adding or removing a link from the set of links;
wherein the set of links is associated at the second site with a second version vector for the set of links;
sharing the first change with the second site of the plurality of sites;
receiving, at the second site, an update reflecting the first change to the set of links at the first site;
wherein the update includes:
an identification of the set of links,
data reflecting the first change to the set of links at the first site, and
the first version vector for the set of links;
at the second site, comparing the first version vector for the set of links to the second version vector for the set of links to determine whether the first change to the set of links at the first set and the second change to the set of links at the second site are identical, ordered, or concurrent.
6. The one or more non-transitory computer-readable media of claim 5, wherein the second change to the set of links is made at the second site before the first change to the set of links is made at the first site; and wherein the method further comprises determining, based on the comparing, that the first and second changes are ordered.
7. The one or more non-transitory computer-readable media of claim 5, wherein the second change to the set of links is made at the second site before the first change to the set of links is made at the first site; and wherein the method further comprises determining, based on the comparing, that the first and second changes are concurrent.
8. One or more non-transitory computer-readable media storing instructions which, when executed by a plurality of computing devices, cause performing a method for sharing and deconflicting data changes in a multimaster database system comprising a plurality of sites, the method comprising:
at a first site of the plurality of sites:
resolving two or more data objects together to produce a data object resolution change;
sharing the data object resolution change with one or more other sites of the plurality of sites;
at a second site of the plurality of sites:
receiving an update reflecting the data object resolution change made at the first site;
wherein the update includes:
an identification of each of the two or more data objects,
data that indicates that the two or more data objects were resolved together, and
for each of the two or more data objects, a version vector for the data object;
comparing, for each of one or more of the two or more data objects, the version vector for the data object received in the update to a version vector at the second site for the data object to determine whether the data object resolution change and a version at the second site of the data object are identical, ordered, or concurrent;
determining, based on the comparing, that the data object resolution change is concurrent with a version at the second site of at least one of the two or more data objects; and
in response to determining that the data object resolution change is concurrent with a version at the second site of at least one of the two or more data objects, determining that the data object resolution change conflicts with a version at the second site of at least one of the two or more data objects.
9. In a multimaster database system comprising a plurality of sites, a method for sharing and deconflicting data changes, the method comprising:
at a first site of the plurality of sites, making a first change to a set of one or more links connecting two data objects by adding or removing one or more links from the set of links;
wherein the set of links is associated at the first site with a first version vector for the set of links, the first version vector versioning the set of links separately and independently of the two data objects connected by the set of links;
at a second site of the plurality of sites, making a second change to the set of links connecting the two data objects by adding or removing a link from the set of links;
wherein the set of links is associated at the second site with a second version vector for the set of links;
sharing the first change with the second site of the plurality of sites;
receiving, at the second site, an update reflecting the first change to the set of links at the first site;
wherein the update includes:
an identification of the set of links,
data reflecting the first change to the set of links at the first site, and
the first version vector for the set of links;
at the second site, comparing the first version vector for the set of links to the second version vector for the set of links to determine whether the first change to the set of links at the first set and the second change to the set of links at the second site are identical, ordered, or concurrent;
wherein the method is performed by a plurality of computing devices.
10. The method according to claim 9, wherein the second change to the set of links is made at the second site before the first change to the set of links is made at the first site; and wherein the method further comprises determining, based on the comparing, that the first and second changes are ordered.
11. The method according to claim 9, wherein the second change to the set of links is made at the second site before the first change to the set of links is made at the first site; and wherein the method further comprises determining, based on the comparing, that the first and second changes are concurrent.
12. In a multimaster database system comprising a plurality of sites, a method for sharing and deconflicting data changes, the method comprising:
at a first site of the plurality of sites:
resolving two or more data objects together to produce a data object resolution change;
sharing the data object resolution change with one or more other sites of the plurality of sites;
at a second site of the plurality of sites:
receiving an update reflecting the data object resolution change made at the first site;
wherein the update includes:
an identification of each of the two or more data objects,
data that indicates that the two or more data objects were resolved together, and
for each of the two or more data objects, a version vector for the data object;
comparing, for each of one or more of the two or more data objects, the version vector for the data object received in the update to a version vector at the second site for the data object to determine whether the data object resolution change and a version at the second site of the data object are identical, ordered, or concurrent;
determining, based on the comparing, that the data object resolution change is concurrent with a version at the second site of at least one of the two or more data objects; and
in response to determining that the data object resolution change is concurrent with a version at the second site of at least one of the two or more data objects, determining that the data object resolution change conflicts with a version at the second site of at least one of the two or more data objects;
wherein the method is performed by a plurality of computing devices.
13. One or more non-transitory computer-readable media storing instructions which, when executed by a plurality of computing devices, cause performing a method for sharing and deconflicting data changes in a multimaster database system comprising a plurality of sites, the method comprising:
at a first site of the plurality of sites, making a first change to a set of one or more links connecting two data objects by adding or removing one or more links from the set of links;
wherein the set of links is associated at the first site with a first version vector for the set of links, the first version vector versioning the set of links separately and independently of the two data objects connected by the set of links;
at a second site of the plurality of sites, making a second change to the set of links connecting the two data objects by adding or removing a link from the set of links;
wherein the set of links is associated at the second site with a second version vector for the set of links;
sharing the first change with the second site of the plurality of sites;
receiving, at the second site, an update reflecting the first change to the set of links at the first site;
wherein the update includes:
an identification of the set of links,
data reflecting the first change to the set of links at the first site, and
the first version vector for the set of links;
at the second site, comparing the first version vector for the set of links to the second version vector for the set of links to determine whether the first change to the set of links at the first set and the second change to the set of links at the second site are identical, ordered, or concurrent.
14. The one or more non-transitory computer-readable media of claim 13, wherein the second change to the set of links is made at the second site before the first change to the set of links is made at the first site; and wherein the method further comprises determining, based on the comparing, that the first and second changes are ordered.
15. The one or more non-transitory computer-readable media of claim 13, wherein the second change to the set of links is made at the second site before the first change to the set of links is made at the first site; and wherein the method further comprises determining, based on the comparing, that the first and second changes are concurrent.
16. One or more non-transitory computer-readable media storing instructions which, when executed by a plurality of computing devices, cause performing a method for sharing and deconflicting data changes in a multimaster database system comprising a plurality of sites, the method comprising:
at a first site of the plurality of sites:
resolving two or more data objects together to produce a data object resolution change;
sharing the data object resolution change with one or more other sites of the plurality of sites;
at a second site of the plurality of sites:
receiving an update reflecting the data object resolution change made at the first site;
wherein the update includes:
an identification of each of the two or more data objects,
data that indicates that the two or more data objects were resolved together, and
for each of the two or more data objects, a version vector for the data object;
comparing, for each of one or more of the two or more data objects, the version vector for the data object received in the update to a version vector at the second site for the data object to determine whether the data object resolution change and a version at the second site of the data object are identical, ordered, or concurrent;
determining, based on the comparing, that the data object resolution change is concurrent with a version at the second site of at least one of the two or more data objects; and
in response to determining that the data object resolution change is concurrent with a version at the second site of at least one of the two or more data objects, determining that the data object resolution change conflicts with a version at the second site of at least one of the two or more data objects.
US14/830,420 2010-07-15 2015-08-19 Sharing and deconflicting data changes in a multimaster database system Active 2031-01-26 USRE48589E1 (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
US14/830,420 USRE48589E1 (en) 2010-07-15 2015-08-19 Sharing and deconflicting data changes in a multimaster database system

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US12/836,801 US8515912B2 (en) 2010-07-15 2010-07-15 Sharing and deconflicting data changes in a multimaster database system
US14/830,420 USRE48589E1 (en) 2010-07-15 2015-08-19 Sharing and deconflicting data changes in a multimaster database system

Related Parent Applications (1)

Application Number Title Priority Date Filing Date
US12/836,801 Reissue US8515912B2 (en) 2006-11-20 2010-07-15 Sharing and deconflicting data changes in a multimaster database system

Publications (1)

Publication Number Publication Date
USRE48589E1 true USRE48589E1 (en) 2021-06-08

Family

ID=45467725

Family Applications (2)

Application Number Title Priority Date Filing Date
US12/836,801 Ceased US8515912B2 (en) 2006-11-20 2010-07-15 Sharing and deconflicting data changes in a multimaster database system
US14/830,420 Active 2031-01-26 USRE48589E1 (en) 2010-07-15 2015-08-19 Sharing and deconflicting data changes in a multimaster database system

Family Applications Before (1)

Application Number Title Priority Date Filing Date
US12/836,801 Ceased US8515912B2 (en) 2006-11-20 2010-07-15 Sharing and deconflicting data changes in a multimaster database system

Country Status (12)

Country Link
US (2) US8515912B2 (en)
EP (2) EP2593881B1 (en)
AU (1) AU2011279270B2 (en)
CA (1) CA2806954C (en)
DK (1) DK2593881T3 (en)
ES (1) ES2788299T3 (en)
HU (1) HUE049983T2 (en)
LT (1) LT2593881T (en)
NZ (1) NZ606233A (en)
PL (1) PL2593881T3 (en)
PT (1) PT2593881T (en)
WO (1) WO2012009397A2 (en)

Families Citing this family (61)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US8515912B2 (en) 2010-07-15 2013-08-20 Palantir Technologies, Inc. Sharing and deconflicting data changes in a multimaster database system
US8688749B1 (en) 2011-03-31 2014-04-01 Palantir Technologies, Inc. Cross-ontology multi-master replication
US8745272B2 (en) * 2010-03-12 2014-06-03 Salesforce.Com, Inc. Service cloud console
US9215096B2 (en) 2011-08-26 2015-12-15 Salesforce.Com, Inc. Computer implemented methods and apparatus for providing communication between network domains in a service cloud
US10228986B2 (en) * 2011-09-29 2019-03-12 Agiledelta, Inc. Interface-adaptive data exchange
US8782004B2 (en) * 2012-01-23 2014-07-15 Palantir Technologies, Inc. Cross-ACL multi-master replication
US9110940B2 (en) 2012-02-29 2015-08-18 Red Hat, Inc. Supporting transactions in distributed environments using a local copy of remote transaction data and optimistic locking
US20130226891A1 (en) * 2012-02-29 2013-08-29 Red Hat Inc. Managing versions of transaction data used for multiple transactions in distributed environments
US9081975B2 (en) 2012-10-22 2015-07-14 Palantir Technologies, Inc. Sharing information between nexuses that use different classification schemes for information access control
US9501761B2 (en) 2012-11-05 2016-11-22 Palantir Technologies, Inc. System and method for sharing investigation results
US9824132B2 (en) * 2013-01-08 2017-11-21 Facebook, Inc. Data recovery in multi-leader distributed systems
US8930897B2 (en) 2013-03-15 2015-01-06 Palantir Technologies Inc. Data integration tool
US8855999B1 (en) 2013-03-15 2014-10-07 Palantir Technologies Inc. Method and system for generating a parser and parsing complex data
US9965937B2 (en) 2013-03-15 2018-05-08 Palantir Technologies Inc. External malware data item clustering and analysis
US8788405B1 (en) 2013-03-15 2014-07-22 Palantir Technologies, Inc. Generating data clusters with customizable analysis strategies
US8903717B2 (en) 2013-03-15 2014-12-02 Palantir Technologies Inc. Method and system for generating a parser and parsing complex data
US9501202B2 (en) 2013-03-15 2016-11-22 Palantir Technologies, Inc. Computer graphical user interface with genomic workflow
US8886601B1 (en) 2013-06-20 2014-11-11 Palantir Technologies, Inc. System and method for incrementally replicating investigative analysis data
US8838538B1 (en) 2013-07-31 2014-09-16 Palantir Technologies, Inc. Techniques for replicating changes to access control lists on investigative analysis data
US9678966B2 (en) 2013-11-08 2017-06-13 Samsung Electronics Co., Ltd. Swat command and API for atomic swap and trim of LBAs
US9684658B2 (en) 2013-11-08 2017-06-20 Samsung Electronics Co., Ltd. SWAT command and API for atomic swap and trim of logical pages
US9569070B1 (en) 2013-11-11 2017-02-14 Palantir Technologies, Inc. Assisting in deconflicting concurrency conflicts
US9489387B2 (en) * 2014-01-15 2016-11-08 Avigilon Corporation Storage management of data streamed from a video source device
US9009827B1 (en) 2014-02-20 2015-04-14 Palantir Technologies Inc. Security sharing system
US20150235334A1 (en) 2014-02-20 2015-08-20 Palantir Technologies Inc. Healthcare fraud sharing system
US9836580B2 (en) 2014-03-21 2017-12-05 Palantir Technologies Inc. Provider portal
US9971987B1 (en) 2014-03-25 2018-05-15 Amazon Technologies, Inc. Out of order data management
US10318618B2 (en) * 2014-06-18 2019-06-11 Microsoft Technology Licensing, Llc Consistent views of partitioned data in eventually consistent systems
US9785693B2 (en) 2014-06-30 2017-10-10 Microsoft Technology Licensing, Llc Intelligent conflict detection and semantic expression of document edits
WO2016001482A1 (en) * 2014-07-01 2016-01-07 Cadfaster Oy A method and system for database replication
US10572496B1 (en) 2014-07-03 2020-02-25 Palantir Technologies Inc. Distributed workflow system and database with access controls for city resiliency
US9785773B2 (en) 2014-07-03 2017-10-10 Palantir Technologies Inc. Malware data item analysis
US9202249B1 (en) 2014-07-03 2015-12-01 Palantir Technologies Inc. Data item clustering and analysis
US9021260B1 (en) 2014-07-03 2015-04-28 Palantir Technologies Inc. Malware data item analysis
US9367872B1 (en) 2014-12-22 2016-06-14 Palantir Technologies Inc. Systems and user interfaces for dynamic and interactive investigation of bad actor behavior based on automatic clustering of related data in various data structures
US10372879B2 (en) 2014-12-31 2019-08-06 Palantir Technologies Inc. Medical claims lead summary report generation
US11302426B1 (en) 2015-01-02 2022-04-12 Palantir Technologies Inc. Unified data interface and system
US20160246837A1 (en) * 2015-02-25 2016-08-25 Nokia Technologies Oy Methods, apparatuses and computer program products for enabling intelligent merging of modified data
US10209979B2 (en) * 2015-02-26 2019-02-19 Red Hat, Inc. System and method for distributed revision control
US10628834B1 (en) 2015-06-16 2020-04-21 Palantir Technologies Inc. Fraud lead detection system for efficiently processing database-stored data and automatically generating natural language explanatory information of system results for display in interactive user interfaces
US9418337B1 (en) 2015-07-21 2016-08-16 Palantir Technologies Inc. Systems and models for data analytics
US10489391B1 (en) 2015-08-17 2019-11-26 Palantir Technologies Inc. Systems and methods for grouping and enriching data items accessed from one or more databases for presentation in a user interface
US10528546B1 (en) * 2015-09-11 2020-01-07 Cohesity, Inc. File system consistency in a distributed system using version vectors
US10621198B1 (en) 2015-12-30 2020-04-14 Palantir Technologies Inc. System and method for secure database replication
US10366061B2 (en) 2016-09-23 2019-07-30 International Business Machines Corporation Interactive visualization
US10430436B2 (en) 2016-09-23 2019-10-01 International Business Machines Corporation Interactive visualization
US10423593B2 (en) 2016-09-23 2019-09-24 International Business Machines Corporation Interactive visualization
US10331636B2 (en) 2016-09-23 2019-06-25 International Business Machines Corporation Interactive visualization
US11373752B2 (en) 2016-12-22 2022-06-28 Palantir Technologies Inc. Detection of misuse of a benefit system
US10262053B2 (en) 2016-12-22 2019-04-16 Palantir Technologies Inc. Systems and methods for data replication synchronization
US10068002B1 (en) 2017-04-25 2018-09-04 Palantir Technologies Inc. Systems and methods for adaptive data replication
US10430062B2 (en) 2017-05-30 2019-10-01 Palantir Technologies Inc. Systems and methods for geo-fenced dynamic dissemination
US11030494B1 (en) 2017-06-15 2021-06-08 Palantir Technologies Inc. Systems and methods for managing data spills
US10628002B1 (en) 2017-07-10 2020-04-21 Palantir Technologies Inc. Integrated data authentication system with an interactive user interface
US10380196B2 (en) 2017-12-08 2019-08-13 Palantir Technologies Inc. Systems and methods for using linked documents
US10915542B1 (en) 2017-12-19 2021-02-09 Palantir Technologies Inc. Contextual modification of data sharing constraints in a distributed database system that uses a multi-master replication scheme
US11360955B2 (en) * 2018-03-23 2022-06-14 Ebay Inc. Providing custom read consistency of a data object in a distributed storage system
US11210349B1 (en) 2018-08-02 2021-12-28 Palantir Technologies Inc. Multi-database document search system architecture
US10969986B2 (en) * 2018-11-02 2021-04-06 EMC IP Holding Company LLC Data storage system with storage container pairing for remote replication
FR3101975B1 (en) * 2019-10-11 2023-03-10 Thales Sa METHOD FOR MANAGING A DATABASE SHARED BY A GROUP OF APPLICATIONS, COMPUTER PROGRAM PRODUCT AND ASSOCIATED EMBEDDED SYSTEM
US11055262B1 (en) * 2020-03-09 2021-07-06 Snowflake Inc. Extensible streams on data sources

Citations (405)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US4881179A (en) 1988-03-11 1989-11-14 International Business Machines Corp. Method for providing information security protocols to an electronic calendar
US5241625A (en) 1990-11-27 1993-08-31 Farallon Computing, Inc. Screen image sharing among heterogeneous computers
US5548749A (en) 1993-10-29 1996-08-20 Wall Data Incorporated Semantic orbject modeling system for creating relational database schemas
EP0816968A2 (en) 1996-06-26 1998-01-07 Sun Microsystems, Inc. Mechanism for locating objects in a secure fashion
US5708828A (en) 1995-05-25 1998-01-13 Reliant Data Systems System for converting data from input data environment using first format to output data environment using second format by executing the associations between their fields
US5765171A (en) 1995-12-29 1998-06-09 Lucent Technologies Inc. Maintaining consistency of database replicas
US5774717A (en) 1995-12-15 1998-06-30 International Business Machines Corporation Method and article of manufacture for resynchronizing client/server file systems and resolving file system conflicts
US5806074A (en) 1996-03-19 1998-09-08 Oracle Corporation Configurable conflict resolution in a computer implemented distributed database
US5845300A (en) 1996-06-05 1998-12-01 Microsoft Corporation Method and apparatus for suggesting completions for a partially entered data item based on previously-entered, associated data items
US5870761A (en) 1996-12-19 1999-02-09 Oracle Corporation Parallel queue propagation
US5943676A (en) 1996-11-13 1999-08-24 Puma Technology, Inc. Synchronization of recurring records in incompatible databases
US5978475A (en) 1997-07-18 1999-11-02 Counterpane Internet Security, Inc. Event auditing system
US5999911A (en) 1995-06-02 1999-12-07 Mentor Graphics Corporation Method and system for managing workflow
US6065026A (en) 1997-01-09 2000-05-16 Document.Com, Inc. Multi-user electronic document authoring system with prompted updating of shared language
US6098078A (en) * 1995-12-29 2000-08-01 Lucent Technologies Inc. Maintaining consistency of database replicas
US6101479A (en) 1992-07-15 2000-08-08 Shaw; James G. System and method for allocating company resources to fulfill customer expectations
US6190053B1 (en) 1998-04-22 2001-02-20 Novibra Gmbh Step bearing housing for an open-end spinning rotor shaft and method of operating same
US6202085B1 (en) 1996-12-06 2001-03-13 Microsoft Corportion System and method for incremental change synchronization between multiple copies of data
US6216140B1 (en) * 1997-09-17 2001-04-10 Hewlett-Packard Company Methodology for the efficient management of hierarchically organized information
WO2001025906A1 (en) 1999-10-01 2001-04-12 Global Graphics Software Limited Method and system for arranging a workflow using graphical user interface
US6232971B1 (en) 1998-09-23 2001-05-15 International Business Machines Corporation Variable modality child windows
US6237138B1 (en) 1996-11-12 2001-05-22 International Business Machines Corp. Buffered screen capturing software tool for usability testing of computer applications
US6240414B1 (en) 1997-09-28 2001-05-29 Eisolutions, Inc. Method of resolving data conflicts in a shared data environment
US6243706B1 (en) 1998-07-24 2001-06-05 Avid Technology, Inc. System and method for managing the creation and production of computer generated works
US6279018B1 (en) 1998-12-21 2001-08-21 Kudrollis Software Inventions Pvt. Ltd. Abbreviating and compacting text to cope with display space constraint in computer software
US6289338B1 (en) 1997-12-15 2001-09-11 Manning & Napier Information Services Database analysis using a probabilistic ontology
US20010021936A1 (en) 1998-06-02 2001-09-13 Randal Lee Bertram Method and system for reducing the horizontal space required for displaying a column containing text data
US6317754B1 (en) * 1998-07-03 2001-11-13 Mitsubishi Electric Research Laboratories, Inc System for user control of version /Synchronization in mobile computing
WO2001088750A1 (en) 2000-05-16 2001-11-22 Carroll Garrett O A document processing system and method
GB2366498A (en) 2000-08-25 2002-03-06 Copyn Ltd Method of bookmarking a section of a web-page and storing said bookmarks
US20020032677A1 (en) 2000-03-01 2002-03-14 Jeff Morgenthaler Methods for creating, editing, and updating searchable graphical database and databases of graphical images and information and displaying graphical images from a searchable graphical database or databases in a sequential or slide show format
US6370538B1 (en) 1999-11-22 2002-04-09 Xerox Corporation Direct manipulation interface for document properties
US6374252B1 (en) 1995-04-24 2002-04-16 I2 Technologies Us, Inc. Modeling of object-oriented database structures, translation to relational database structures, and dynamic searches thereon
US20020095360A1 (en) 2001-01-16 2002-07-18 Joao Raymond Anthony Apparatus and method for providing transaction history information, account history information, and/or charge-back information
US20020103705A1 (en) 2000-12-06 2002-08-01 Forecourt Communication Group Method and apparatus for using prior purchases to select activities to present to a customer
US6430305B1 (en) 1996-12-20 2002-08-06 Synaptics, Incorporated Identity verification methods
US20020112157A1 (en) 1997-09-22 2002-08-15 Proofspace, Inc. System and method for widely witnessed proof of time
US6463404B1 (en) 1997-08-08 2002-10-08 British Telecommunications Public Limited Company Translation
US20020196229A1 (en) 2001-06-26 2002-12-26 Frank Chen Graphics-based calculator capable of directly editing data points on graph
US20030028560A1 (en) 2001-06-26 2003-02-06 Kudrollis Software Inventions Pvt. Ltd. Compacting an information array display to cope with two dimensional display space constraint
US6523172B1 (en) 1998-12-17 2003-02-18 Evolutionary Technologies International, Inc. Parser translator system and method
US6523019B1 (en) 1999-09-21 2003-02-18 Choicemaker Technologies, Inc. Probabilistic record linkage model derived from training data
US20030036927A1 (en) 2001-08-20 2003-02-20 Bowen Susan W. Healthcare information search system and user interface
US20030055825A1 (en) 2001-06-27 2003-03-20 Microsoft Corporation System and method for resolving conflicts detected during a synchronization session
US6539381B1 (en) * 1999-04-21 2003-03-25 Novell, Inc. System and method for synchronizing database information
US6539538B1 (en) 1995-11-13 2003-03-25 Concerto Software, Inc. Intelligent information routing system and method
US20030061132A1 (en) 2001-09-26 2003-03-27 Yu, Mason K. System and method for categorizing, aggregating and analyzing payment transactions data
US20030084017A1 (en) 2000-04-17 2003-05-01 Ordille Joann J System for integrating diverse database and maintaining their consistency
US6560620B1 (en) * 1999-08-03 2003-05-06 Aplix Research, Inc. Hierarchical document comparison system and method
US20030088654A1 (en) 2001-11-02 2003-05-08 Gordon Good Directory server schema replication
US20030126102A1 (en) 1999-09-21 2003-07-03 Choicemaker Technologies, Inc. Probabilistic record linkage model derived from training data
WO2003060751A1 (en) 2001-12-26 2003-07-24 Compassoft, Inc. System and method for autonomously generating heterogeneous data source interoperability bridges based on semantic modeling derived from self adapting ontology
US20030172053A1 (en) 2002-02-01 2003-09-11 John Fairweather System and method for mining data
US20030177112A1 (en) 2002-01-28 2003-09-18 Steve Gardner Ontology-based information management system and method
US20030182313A1 (en) 2002-03-19 2003-09-25 Federwisch Michael L. System and method for determining changes in two snapshots and for transmitting changes to destination snapshot
US6640231B1 (en) 2000-10-06 2003-10-28 Ontology Works, Inc. Ontology for database design and application development
US6642945B1 (en) 2000-05-04 2003-11-04 Microsoft Corporation Method and system for optimizing a visual display for handheld computer systems
US6665683B1 (en) 2001-06-22 2003-12-16 E. Intelligence, Inc. System and method for adjusting a value within a multidimensional aggregation tree
US20040034570A1 (en) 2002-03-20 2004-02-19 Mark Davis Targeted incentives based upon predicted behavior
US20040044648A1 (en) 2002-06-24 2004-03-04 Xmyphonic System As Method for data-centric collaboration
US20040044992A1 (en) 2002-09-03 2004-03-04 Horst Muller Handling parameters in test scripts for computer program applications
US6725240B1 (en) 2000-08-08 2004-04-20 International Business Machines Corporation Apparatus and method for protecting against data tampering in an audit subsystem
US20040078451A1 (en) 2002-10-17 2004-04-22 International Business Machines Corporation Separating and saving hyperlinks of special interest from a sequence of web documents being browsed at a receiving display station on the web
US20040083466A1 (en) 2002-10-29 2004-04-29 Dapp Michael C. Hardware parser accelerator
US20040103147A1 (en) 2001-11-13 2004-05-27 Flesher Kevin E. System for enabling collaboration and protecting sensitive data
US20040103124A1 (en) * 2002-11-26 2004-05-27 Microsoft Corporation Hierarchical differential document representative of changes between versions of hierarchical document
US6748481B1 (en) 1999-04-06 2004-06-08 Microsoft Corporation Streaming information appliance with circular buffer for receiving and selectively reading blocks of streaming information
US20040111390A1 (en) * 2002-12-09 2004-06-10 Yasushi Saito Replication and replica management in a wide area file system
US20040153418A1 (en) 2003-02-05 2004-08-05 Hanweck Gerald Alfred System and method for providing access to data from proprietary tools
US20040205492A1 (en) 2001-07-26 2004-10-14 Newsome Mark R. Content clipping service
US6807569B1 (en) 2000-09-12 2004-10-19 Science Applications International Corporation Trusted and anonymous system and method for sharing threat data to industry assets
US20040221223A1 (en) 2003-04-29 2004-11-04 Nam-Yul Yu Apparatus and method for encoding a low density parity check code
US6816941B1 (en) 2000-10-23 2004-11-09 International Business Machines Corporation Method and system for efficiently importing/exporting removable storage volumes between virtual storage systems
US20040236688A1 (en) 2000-10-30 2004-11-25 Bozeman William O. Universal positive pay database method, system, and computer useable medium
US20040236711A1 (en) 2003-05-21 2004-11-25 Bentley Systems, Inc. System and method for automating the extraction of information contained within an engineering document
US20040250124A1 (en) 2003-05-19 2004-12-09 Vsecure Technologies (Us) Inc. Dynamic network protection
US20040250576A1 (en) 2003-06-16 2004-12-16 Flanders Emory H. Double-secured latch
US20050010472A1 (en) 2003-07-08 2005-01-13 Quatse Jesse T. High-precision customer-based targeting by individual usage statistics
US6850317B2 (en) 2001-01-23 2005-02-01 Schlumberger Technology Corporation Apparatus and methods for determining velocity of oil in a flow stream
US20050028094A1 (en) 1999-07-30 2005-02-03 Microsoft Corporation Modeless child windows for application programs
US20050034107A1 (en) 2002-02-12 2005-02-10 Kendall Elisa Finnie Method and apparatus for frame-based knowledge representation in the unified modeling language (uml)
US20050039119A1 (en) 2003-08-12 2005-02-17 Accenture Global Services Gmbh Presentation generator
US20050039116A1 (en) 2003-07-31 2005-02-17 Canon Kabushiki Kaisha Collaborative editing with automatic layout
US20050044187A1 (en) 2003-08-21 2005-02-24 Microsoft Corporation Systems and methods for providing conflict handling for peer-to-peer synchronization of units of information manageable by a hardware/software interface system
US20050050537A1 (en) 2003-08-21 2005-03-03 Thompson J. Patrick Systems and method for representing relationships between units of information manageable by a hardware/software interface system
US6877137B1 (en) 1998-04-09 2005-04-05 Rose Blush Software Llc System, method and computer program product for mediating notes and note sub-notes linked or otherwise associated with stored or networked web pages
US20050091186A1 (en) 2003-10-24 2005-04-28 Alon Elish Integrated method and apparatus for capture, storage, and retrieval of information
US20050091420A1 (en) 2003-10-24 2005-04-28 Microsoft Corporation Mechanism for handling input parameters
US20050097061A1 (en) 2003-10-31 2005-05-05 Shapiro William M. Offline access in a document control system
US20050108063A1 (en) 2003-11-05 2005-05-19 Madill Robert P.Jr. Systems and methods for assessing the potential for fraud in business transactions
US20050125715A1 (en) 2003-12-04 2005-06-09 Fabrizio Di Franco Method of saving data in a graphical user interface
US20050183005A1 (en) 2004-02-12 2005-08-18 Laurent Denoue Systems and methods for freeform annotations
US20050193024A1 (en) 2004-02-27 2005-09-01 Beyer Kevin S. Asynchronous peer-to-peer data replication
US6944777B1 (en) 1998-05-15 2005-09-13 E.Piphany, Inc. System and method for controlling access to resources in a distributed environment
US6944821B1 (en) 1999-12-07 2005-09-13 International Business Machines Corporation Copy/paste mechanism and paste buffer that includes source information for copied data
US20050229256A2 (en) 2001-12-31 2005-10-13 Citadel Security Software Inc. Automated Computer Vulnerability Resolution System
US6967589B1 (en) 2000-08-11 2005-11-22 Oleumtech Corporation Gas/oil well monitoring system
US20050267865A1 (en) 2004-05-26 2005-12-01 International Business Machines Corporation System, method and program for modifying a query by use of an external system for managing assignment of user and data classifications
US6978419B1 (en) 2000-11-15 2005-12-20 Justsystem Corporation Method and apparatus for efficient identification of duplicate and near-duplicate documents and text spans using high-discriminability text fragments
US20060026561A1 (en) 2004-07-29 2006-02-02 International Business Machines Corporation Inserting into a document a screen image of a computer software application
US20060031779A1 (en) 2004-04-15 2006-02-09 Citrix Systems, Inc. Selectively sharing screen data
US20060036568A1 (en) 2003-03-24 2006-02-16 Microsoft Corporation File system shell
US20060045470A1 (en) 2004-08-25 2006-03-02 Thomas Poslinski Progess bar with multiple portions
US20060053097A1 (en) 2004-04-01 2006-03-09 King Martin T Searching and accessing documents on private networks for use with captures from rendered documents
US20060053170A1 (en) 2004-09-03 2006-03-09 Bio Wisdom Limited System and method for parsing and/or exporting data from one or more multi-relational ontologies
US20060059423A1 (en) 2004-09-13 2006-03-16 Stefan Lehmann Apparatus, system, and method for creating customized workflow documentation
US7017046B2 (en) 1997-09-22 2006-03-21 Proofspace, Inc. System and method for graphical indicia for the certification of records
US20060069912A1 (en) 2003-05-30 2006-03-30 Yuliang Zheng Systems and methods for enhanced network security
US20060074866A1 (en) 2004-09-27 2006-04-06 Microsoft Corporation One click conditional formatting method and system for software programs
US7027974B1 (en) 2000-10-27 2006-04-11 Science Applications International Corporation Ontology-based parser for natural language processing
US20060080139A1 (en) 2004-10-08 2006-04-13 Woodhaven Health Services Preadmission health care cost and reimbursement estimation tool
EP1647908A2 (en) 2004-10-14 2006-04-19 Alcatel Database RAM cache
US20060106879A1 (en) 2004-11-16 2006-05-18 International Business Machines Corporation Conflict resolution in a synchronization framework
US20060129746A1 (en) 2004-12-14 2006-06-15 Ithink, Inc. Method and graphic interface for storing, moving, sending or printing electronic data to two or more locations, in two or more formats with a single save function
EP1672527A2 (en) 2004-12-15 2006-06-21 Microsoft Corporation System and method for automatically completing spreadsheet formulas
US20060136513A1 (en) 2004-12-21 2006-06-22 Nextpage, Inc. Managing the status of documents in a distributed storage system
US20060143075A1 (en) 2003-09-22 2006-06-29 Ryan Carr Assumed demographics, predicted behaviour, and targeted incentives
US7072911B1 (en) 2001-07-27 2006-07-04 Novell, Inc. System and method for incremental replication of changes in a state based distributed database
US20060155654A1 (en) 2002-08-13 2006-07-13 Frederic Plessis Editor and method for editing formulae for calculating the price of a service and a system for automatic costing of a service
US20060155945A1 (en) 2005-01-07 2006-07-13 International Business Machines Corporation System, method, and computer program product for multi-master replication conflict resolution
US7086028B1 (en) 2003-04-09 2006-08-01 Autodesk, Inc. Simplified generation of design change information on a drawing in a computer aided design (CAD) environment
US7089541B2 (en) 2001-11-30 2006-08-08 Sun Microsystems, Inc. Modular parser architecture with mini parsers
US20060178915A1 (en) 2002-10-18 2006-08-10 Schumarry Chao Mass customization for management of healthcare
US20060190497A1 (en) 2005-02-18 2006-08-24 International Business Machines Corporation Support for schema evolution in a multi-node peer-to-peer replication environment
US20060206866A1 (en) 1999-05-17 2006-09-14 Invensys Systems, Inc. Methods and apparatus for control configuration using live data
US20060218637A1 (en) 2005-03-24 2006-09-28 Microsoft Corporation System and method of selectively scanning a file on a computing device for malware
US20060224579A1 (en) 2005-03-31 2006-10-05 Microsoft Corporation Data mining techniques for improving search engine relevance
US20060242204A1 (en) 2005-04-22 2006-10-26 Microsoft Corporation Sync manager conflict resolution
US20060265747A1 (en) 2002-03-08 2006-11-23 Ciphertrust, Inc. Systems and Methods For Message Threat Management
US20060265417A1 (en) 2004-05-04 2006-11-23 Amato Jerry S Enhanced graphical interfaces for displaying visual data
US20060265377A1 (en) 2005-05-19 2006-11-23 Trimergent Personalizable information networks
US20060271526A1 (en) 2003-02-04 2006-11-30 Cataphora, Inc. Method and apparatus for sociological data analysis
US20060277460A1 (en) 2005-06-03 2006-12-07 Scott Forstall Webview applications
US20070000999A1 (en) 2005-06-06 2007-01-04 First Data Corporation System and method for authorizing electronic payment transactions
US20070005707A1 (en) 2005-06-20 2007-01-04 Microsoft Corporation Instant messaging with data sharing
US7167877B2 (en) 2001-11-01 2007-01-23 Verisign, Inc. Method and system for updating a remote database
US20070018986A1 (en) 2005-07-05 2007-01-25 International Business Machines Corporation Data processing method and system
US20070026373A1 (en) 2005-07-26 2007-02-01 Microsoft Corporation Resource replication service protocol
US7174377B2 (en) 2002-01-16 2007-02-06 Xerox Corporation Method and apparatus for collaborative document versioning of networked documents
US20070043686A1 (en) 2005-08-22 2007-02-22 International Business Machines Corporation Xml sub-document versioning method in xml databases using record storages
US20070061752A1 (en) 2005-09-15 2007-03-15 Microsoft Corporation Cross-application support of charts
US7194680B1 (en) 1999-12-07 2007-03-20 Adobe Systems Incorporated Formatting content by example
US20070074169A1 (en) 2005-08-25 2007-03-29 Fortify Software, Inc. Apparatus and method for analyzing and supplementing a program to provide security
US20070078872A1 (en) 2005-09-30 2007-04-05 Ronen Cohen Apparatus and method for parsing unstructured data
US7213030B1 (en) 1998-10-16 2007-05-01 Jenkins Steven R Web-enabled transaction and collaborative management system
US20070112887A1 (en) 2005-11-15 2007-05-17 Microsoft Corporation Slave replica member
US20070113164A1 (en) 2000-05-17 2007-05-17 Hansen David R System and method for implementing compound documents in a production printing workflow
US7225468B2 (en) 2004-05-07 2007-05-29 Digital Security Networks, Llc Methods and apparatus for computer network security using intrusion detection and prevention
US20070130217A1 (en) 2005-10-13 2007-06-07 Unwired Software, Inc. Many to many data synchronization
US20070136095A1 (en) 2005-12-09 2007-06-14 Arizona Board Of Regents On Behalf Of The University Of Arizona Icon Queues for Workflow Management
US7237192B1 (en) 2002-04-30 2007-06-26 Oracle International Corporation Methods and systems for naming and indexing children in a hierarchical nodal structure
US20070168516A1 (en) 2005-12-05 2007-07-19 Microsoft Corporation Resource freshness and replication
US20070174760A1 (en) 2006-01-23 2007-07-26 Microsoft Corporation Multiple conditional formatting
US20070180075A1 (en) 2002-04-25 2007-08-02 Doug Chasman System and method for synchronization of version annotated objects
US20070185850A1 (en) 1999-11-10 2007-08-09 Walters Edward J Apparatus and Method for Displaying Records Responsive to a Database Query
US20070220328A1 (en) 2006-02-28 2007-09-20 Microsoft Corporation Shutdown recovery
US20070220067A1 (en) 2006-02-28 2007-09-20 Microsoft Corporation Pre-existing content replication
US20070233756A1 (en) 2005-02-07 2007-10-04 D Souza Roy P Retro-fitting synthetic full copies of data
US20070245339A1 (en) 2006-04-12 2007-10-18 Bauman Brian D Creating documentation screenshots on demand
WO2007133206A1 (en) 2006-05-12 2007-11-22 Drawing Management Incorporated Spatial graphical user interface and method for using the same
US7302708B2 (en) 2004-03-11 2007-11-27 Harris Corporation Enforcing computer security utilizing an adaptive lattice mechanism
US20070284433A1 (en) 2006-06-08 2007-12-13 American Express Travel Related Services Company, Inc. Method, system, and computer program product for customer-level data verification
US20070294766A1 (en) 2006-06-14 2007-12-20 Microsoft Corporation Enterprise threat modeling
US20070299887A1 (en) 2006-06-23 2007-12-27 Microsoft Corporation Multi-master database synchronization without loss of convergence
US20070299697A1 (en) 2004-10-12 2007-12-27 Friedlander Robert R Methods for Associating Records in Healthcare Databases with Individuals
US20080005188A1 (en) * 2006-06-30 2008-01-03 Microsoft Corporation Content Synchronization in a File Sharing Environment
US20080016155A1 (en) 2006-07-11 2008-01-17 Igor Khalatian One-Click Universal Screen Sharing
US20080027981A1 (en) 2006-07-31 2008-01-31 Mark Frederick Wahl System and method for ontology-based translation between directory schemas
US20080033753A1 (en) * 2006-08-04 2008-02-07 Valer Canda Administration of differently-versioned configuration files of a medical facility
US20080086718A1 (en) * 2006-10-10 2008-04-10 Bostick James E Method and Apparatus for Identifying Authors of Changes Between Multiple Versions of a File
US20080091693A1 (en) 2006-10-16 2008-04-17 Oracle International Corporation Managing compound XML documents in a repository
US20080109714A1 (en) 2006-11-03 2008-05-08 Sap Ag Capturing screen information
WO2008064207A2 (en) 2006-11-20 2008-05-29 Palantir Technologies, Inc. Creating data in a data store using a dynamic ontology
US20080140387A1 (en) 2006-12-07 2008-06-12 Linker Sheldon O Method and system for machine understanding, knowledge, and conversation
US20080141117A1 (en) 2004-04-12 2008-06-12 Exbiblio, B.V. Adding Value to a Rendered Document
US20080148398A1 (en) 2006-10-31 2008-06-19 Derek John Mezack System and Method for Definition and Automated Analysis of Computer Security Threat Models
US20080168135A1 (en) 2007-01-05 2008-07-10 Redlich Ron M Information Infrastructure Management Tools with Extractor, Secure Storage, Content Analysis and Classification and Method Therefor
US20080172607A1 (en) 2007-01-15 2008-07-17 Microsoft Corporation Selective Undo of Editing Operations Performed on Data Objects
US20080177782A1 (en) 2007-01-10 2008-07-24 Pado Metaware Ab Method and system for facilitating the production of documents
US20080186904A1 (en) 2005-02-28 2008-08-07 Kazuhiro Koyama Data Communication Terminal, Radio Base Station Searching Method, and Program
US20080189240A1 (en) 2007-02-05 2008-08-07 Mullins Ward R System, method and software for creating or maintaining local or distributed mapping and transparent persistence of complex data objects and their data relationships
US20080201580A1 (en) 2007-02-21 2008-08-21 Stephen Savitzky Trustworthy timestamps and certifiable clocks using logs linked by cryptographic hashes
US20080228467A1 (en) 2004-01-06 2008-09-18 Neuric Technologies, Llc Natural language parsing method to provide conceptual flow
WO2008113059A1 (en) 2007-03-14 2008-09-18 Microsoft Corporation Enterprise security assessment sharing
US20080235575A1 (en) 2007-03-21 2008-09-25 Stephen Michael Weiss System and technique for editing and classifying documents
US20080243951A1 (en) 2007-03-28 2008-10-02 Erez Webman Write ordering style asynchronous replication utilizing a loosely-accurate global clock
US20080249820A1 (en) 2002-02-15 2008-10-09 Pathria Anu K Consistency modeling of healthcare claims to detect fraud and abuse
US7437664B2 (en) * 2002-06-18 2008-10-14 Microsoft Corporation Comparing hierarchically-structured documents
US7441182B2 (en) 2003-10-23 2008-10-21 Microsoft Corporation Digital negatives
US7441219B2 (en) 2003-06-24 2008-10-21 National Semiconductor Corporation Method for creating, modifying, and simulating electrical circuits over the internet
US20080276167A1 (en) 2007-05-03 2008-11-06 Oliver Michael Device And Method For Generating A Text Object
US20080281580A1 (en) 2007-05-10 2008-11-13 Microsoft Corporation Dynamic parser
US20080288475A1 (en) 2007-05-17 2008-11-20 Sang-Heun Kim Method and system for automatically generating web page transcoding instructions
US20080313132A1 (en) 2007-06-15 2008-12-18 Fang Hao High accuracy bloom filter using partitioned hashing
US20080313243A1 (en) 2007-05-24 2008-12-18 Pado Metaware Ab method and system for harmonization of variants of a sequential file
US20080320299A1 (en) 2007-06-20 2008-12-25 Microsoft Corporation Access control policy in a weakly-coherent distributed collection
US20090024962A1 (en) 2007-07-20 2009-01-22 David Gotz Methods for Organizing Information Accessed Through a Web Browser
US20090024946A1 (en) 2007-07-20 2009-01-22 David Gotz Techniques for Organizing Information Accessed Through a Web Browser
US20090031401A1 (en) 2007-04-27 2009-01-29 Bea Systems, Inc. Annotations for enterprise web application constructor
US20090043801A1 (en) 2007-08-06 2009-02-12 Intuit Inc. Method and apparatus for selecting a doctor based on an observed experience level
US20090089651A1 (en) 2007-09-27 2009-04-02 Tilman Herberger System and method for dynamic content insertion from the internet into a multimedia work
US7523146B2 (en) 2005-06-21 2009-04-21 Apple Inc. Apparatus and method for peer-to-peer N-way synchronization in a decentralized environment
US20090106178A1 (en) 2007-10-23 2009-04-23 Sas Institute Inc. Computer-Implemented Systems And Methods For Updating Predictive Models
US20090103442A1 (en) 2007-09-28 2009-04-23 Richard Douville Communicating risk information within a multi-domain network
US20090112745A1 (en) 2007-10-30 2009-04-30 Intuit Inc. Technique for reducing phishing
US20090112678A1 (en) 2007-10-26 2009-04-30 Ingram Micro Inc. System and method for knowledge management
US7530105B2 (en) 2006-03-21 2009-05-05 21St Century Technologies, Inc. Tactical and strategic attack detection and prediction
US20090150868A1 (en) 2007-12-10 2009-06-11 Al Chakra Method and System for Capturing Movie Shots at the Time of an Automated Graphical User Interface Test Failure
US20090164934A1 (en) 2007-12-21 2009-06-25 Sukadev Bhattiprolu Method of displaying tab titles
US20090172821A1 (en) 2004-06-30 2009-07-02 Faycal Daira System and method for securing computer stations and/or communication networks
US20090177962A1 (en) 2008-01-04 2009-07-09 Microsoft Corporation Intelligently representing files in a view
US20090187546A1 (en) 2008-01-21 2009-07-23 International Business Machines Corporation Method, System and Computer Program Product for Duplicate Detection
US20090199106A1 (en) 2008-02-05 2009-08-06 Sony Ericsson Mobile Communications Ab Communication terminal including graphical bookmark manager
US20090199090A1 (en) * 2007-11-23 2009-08-06 Timothy Poston Method and system for digital file flow management
US20090216562A1 (en) 2008-02-22 2009-08-27 Faulkner Judith R Method and apparatus for accommodating diverse healthcare record centers
US20090228701A1 (en) 2008-03-04 2009-09-10 Industrial Technology Research Institute Logging system and method based on one-way hash function
US7596285B2 (en) 2004-02-26 2009-09-29 International Business Machines Corporation Providing a portion of an electronic mail message at a reduced resolution
US20090248757A1 (en) 2008-04-01 2009-10-01 Microsoft Corporation Application-Managed File Versioning
US20090249244A1 (en) 2000-10-10 2009-10-01 Addnclick, Inc. Dynamic information management system and method for content delivery and sharing in content-, metadata- & viewer-based, live social networking among users concurrently engaged in the same and/or similar content
US20090249178A1 (en) 2008-04-01 2009-10-01 Ambrosino Timothy J Document linking
US20090254970A1 (en) 2008-04-04 2009-10-08 Avaya Inc. Multi-tier security event correlation and mitigation
US20090271343A1 (en) 2008-04-25 2009-10-29 Anthony Vaiciulis Automated entity identification for efficient profiling in an event probability prediction system
US20090282068A1 (en) 2008-05-12 2009-11-12 Shockro John J Semantic packager
US20090281839A1 (en) 2002-05-17 2009-11-12 Lawrence A. Lynn Patient safety processor
US20090287470A1 (en) 2008-05-16 2009-11-19 Research In Motion Limited Intelligent elision
US7627812B2 (en) 2005-10-27 2009-12-01 Microsoft Corporation Variable formatting of cells
US20090307049A1 (en) 2008-06-05 2009-12-10 Fair Isaac Corporation Soft Co-Clustering of Data
US20090313463A1 (en) 2005-11-01 2009-12-17 Commonwealth Scientific And Industrial Research Organisation Data matching using data clusters
US20090319891A1 (en) 2008-06-22 2009-12-24 Mackinlay Jock Douglas Methods and systems of automatically generating marks in a graphical view
US20090328222A1 (en) 2008-06-25 2009-12-31 Microsoft Corporation Mapping between users and machines in an enterprise security assessment sharing system
US20100004857A1 (en) 2008-07-02 2010-01-07 Palm, Inc. User defined names for displaying monitored location
US20100011000A1 (en) 2008-07-11 2010-01-14 International Business Machines Corp. Managing the creation, detection, and maintenance of sensitive information
US20100011282A1 (en) 2008-07-11 2010-01-14 iCyte Pty Ltd. Annotation system and method
US7664829B2 (en) 2005-10-28 2010-02-16 Ricoh Company, Ltd. Document managing system, document managing apparatus and document managing method
US20100057622A1 (en) 2001-02-27 2010-03-04 Faith Patrick L Distributed Quantum Encrypted Pattern Generation And Scoring
US7676788B1 (en) * 2003-03-25 2010-03-09 Electric Cloud, Inc. Architecture and method for executing program builds
WO2010030914A2 (en) 2008-09-15 2010-03-18 Palantir Technologies, Inc. One-click sharing for screenshots and related documents
US20100077481A1 (en) 2008-09-22 2010-03-25 Microsoft Corporation Collecting and analyzing malware data
US20100076813A1 (en) 2008-09-24 2010-03-25 Bank Of America Corporation Market dynamics
US20100100963A1 (en) 2008-10-21 2010-04-22 Flexilis, Inc. System and method for attack and malware prevention
US20100098318A1 (en) 2008-10-20 2010-04-22 Jpmorgan Chase Bank, N.A. Method and System for Duplicate Check Detection
US7707178B2 (en) 2005-11-28 2010-04-27 Commvault Systems, Inc. Systems and methods for classifying and transferring information in a storage network
US7716140B1 (en) 2004-12-31 2010-05-11 Google Inc. Methods and systems for controlling access to relationship information in a social network
US7730396B2 (en) 2004-01-14 2010-06-01 Xerox Corporation Systems and methods for converting legacy and proprietary documents into extended mark-up language format
CN101729531A (en) 2009-03-16 2010-06-09 中兴通讯股份有限公司 Method, device and system of distributing network safety strategies
US20100145909A1 (en) 2008-12-10 2010-06-10 Commvault Systems, Inc. Systems and methods for managing replicated database data
US20100169137A1 (en) 2008-12-31 2010-07-01 Ebay Inc. Methods and systems to analyze data using a graph
US7765489B1 (en) 2008-03-03 2010-07-27 Shah Shalin N Presenting notifications related to a medical study on a toolbar
US7770100B2 (en) 2006-02-27 2010-08-03 Microsoft Corporation Dynamic thresholds for conditional formats
US7770032B2 (en) 2004-04-06 2010-08-03 Telecom Italia S.P.A. Secure logging for irrefutable administration
US20100204983A1 (en) 2004-08-06 2010-08-12 Kevin Chen-Chuan Chung Method and System for Extracting Web Query Interfaces
US20100223260A1 (en) 2004-05-06 2010-09-02 Oracle International Corporation Web Server for Multi-Version Web Documents
US20100235915A1 (en) 2009-03-12 2010-09-16 Nasir Memon Using host symptoms, host roles, and/or host reputation for detection of host infection
US7801871B2 (en) 2005-08-09 2010-09-21 Nexsan Technologies Canada Inc. Data archiving system
US20100238174A1 (en) 2009-03-18 2010-09-23 Andreas Peter Haub Cursor Synchronization in a Plurality of Graphs
US7805408B2 (en) 2006-06-09 2010-09-28 Microsoft Corporation Unified mechanism for presenting and resolving grouped synchronization conflicts
US20100262688A1 (en) 2009-01-21 2010-10-14 Daniar Hussain Systems, methods, and devices for detecting security vulnerabilities in ip networks
US20100262901A1 (en) 2005-04-14 2010-10-14 Disalvo Dean F Engineering process for a real-time user-defined data collection, analysis, and optimization tool (dot)
US7818297B2 (en) 2003-03-31 2010-10-19 Hewlett-Packard Development Company, L.P. System and method for refreshing a table using epochs
US20100280851A1 (en) 2005-02-22 2010-11-04 Richard Merkin Systems and methods for assessing and optimizing healthcare administration
US20100306285A1 (en) 2009-05-28 2010-12-02 Arcsight, Inc. Specifying a Parser Using a Properties File
US20100306722A1 (en) 2009-05-29 2010-12-02 Lehoty David A Implementing A Circuit Using An Integrated Circuit Including Parametric Analog Elements
US20100313119A1 (en) 2009-06-05 2010-12-09 Microsoft Corporation In-line dynamic text with variable formatting
US20100313239A1 (en) 2009-06-09 2010-12-09 International Business Machines Corporation Automated access control for rendered output
US20100330801A1 (en) 2009-06-26 2010-12-30 Hynix Semiconductor Inc. Method of Fabricating Landing Plug in Semiconductor Device
US20110010342A1 (en) 2009-07-08 2011-01-13 International Business Machines Corporation System, method, and apparatus for replicating a portion of a content repository using behavioral patterns
US7877421B2 (en) 2001-05-25 2011-01-25 International Business Machines Corporation Method and system for mapping enterprise data assets to a semantic information model
US7880921B2 (en) 2007-05-01 2011-02-01 Michael Joseph Dattilo Method and apparatus to digitally whiteout mistakes on a printed form
US20110047540A1 (en) 2009-08-24 2011-02-24 Embarcadero Technologies Inc. System and Methodology for Automating Delivery, Licensing, and Availability of Software Products
US20110060910A1 (en) 2009-09-08 2011-03-10 Gormish Michael J Device enabled verifiable stroke and image based workflows
US20110074788A1 (en) 2009-09-30 2011-03-31 Mckesson Financial Holdings Limited Methods, apparatuses, and computer program products for facilitating visualization and analysis of medical data
US20110093327A1 (en) 2009-10-15 2011-04-21 Visa U.S.A. Inc. Systems and Methods to Match Identifiers
US20110099133A1 (en) 2009-10-28 2011-04-28 Industrial Technology Research Institute Systems and methods for capturing and managing collective social intelligence information
US20110107196A1 (en) 2009-10-30 2011-05-05 Synopsys, Inc. Technique for dynamically sizing columns in a table
US7941336B1 (en) 2005-09-14 2011-05-10 D2C Solutions, LLC Segregation-of-duties analysis apparatus and method
CN102054015A (en) 2009-10-28 2011-05-11 财团法人工业技术研究院 System and method of organizing community intelligent information by using organic matter data model
US7958147B1 (en) 2005-09-13 2011-06-07 James Luke Turner Method for providing customized and automated security assistance, a document marking regime, and central tracking and control for sensitive or classified documents in electronic format
WO2011071833A1 (en) 2009-12-07 2011-06-16 Accenture Global Services Gmbh Method and system for accelerated data quality enhancement
US20110145187A1 (en) 2009-12-16 2011-06-16 Sap Ag Conflict framework for guided structure synchronization
US7966199B1 (en) 2007-07-19 2011-06-21 Intuit Inc. Method and system for identification of geographic condition zones using aggregated claim data
US20110161409A1 (en) 2008-06-02 2011-06-30 Azuki Systems, Inc. Media mashup system
US20110173093A1 (en) 2007-11-14 2011-07-14 Psota James Ryan Evaluating public records of supply transactions for financial investment decisions
US20110179048A1 (en) 2001-02-20 2011-07-21 Hartford Fire Insurance Company Method and system for processing medical provider claim data
US20110208565A1 (en) 2010-02-23 2011-08-25 Michael Ross complex process management
US8015151B2 (en) 2008-10-13 2011-09-06 Sap Ag Method and system for managing and modifying time dependent data structures
US20110219450A1 (en) 2010-03-08 2011-09-08 Raytheon Company System And Method For Malware Detection
US20110225482A1 (en) 2010-03-15 2011-09-15 Wizpatent Pte Ltd Managing and generating citations in scholarly work
US20110246229A1 (en) 2007-11-12 2011-10-06 Debra Pacha System and Method for Detecting Healthcare Insurance Fraud
US20110258216A1 (en) 2010-04-20 2011-10-20 International Business Machines Corporation Usability enhancements for bookmarks of browsers
US8073857B2 (en) 2009-02-17 2011-12-06 International Business Machines Corporation Semantics-based data transformation over a wire in mashups
WO2011161565A1 (en) 2010-06-23 2011-12-29 Koninklijke Philips Electronics N.V. Interoperability between a plurality of data protection systems
US20120005159A1 (en) 2010-07-02 2012-01-05 Weihan Wang System and method for cloud file management
US20120004894A1 (en) 2007-09-21 2012-01-05 Edwin Brian Butler Systems, Methods and Apparatuses for Generating and using Representations of Individual or Aggregate Human Medical Data
US20120016849A1 (en) 2010-07-15 2012-01-19 John Kenneth Garrod Sharing and Deconflicting Data Changes In A Multimaster Database System
US20120022945A1 (en) 2010-07-22 2012-01-26 Visa International Service Association Systems and Methods to Identify Payment Accounts Having Business Spending Activities
US20120023075A1 (en) 2006-10-26 2012-01-26 Pulfer Charles E Document classification toolbar in a document creation application
US20120036106A1 (en) 2010-08-09 2012-02-09 Symantec Corporation Data Replication Techniques Using Incremental Checkpoints
US8132149B2 (en) 2005-03-14 2012-03-06 Research In Motion Limited System and method for applying development patterns for component based applications
US20120059853A1 (en) 2010-01-18 2012-03-08 Salesforce.Com, Inc. System and method of learning-based matching
US20120065987A1 (en) 2010-09-09 2012-03-15 Siemens Medical Solutions Usa, Inc. Computer-Based Patient Management for Healthcare
US20120084117A1 (en) 2010-04-12 2012-04-05 First Data Corporation Transaction location analytics systems and methods
US20120084184A1 (en) 2008-06-05 2012-04-05 Raleigh Gregory G Enterprise Access Control and Accounting Allocation for Access Networks
US20120110633A1 (en) 2010-10-29 2012-05-03 Electronics And Telecommunications Research Institute Apparatus for sharing security information among network domains and method thereof
US20120110674A1 (en) 2010-09-22 2012-05-03 Rohyt Belani Methods and systems for rating privacy risk of applications for smart phones and other mobile platforms
US8191005B2 (en) 2007-09-27 2012-05-29 Rockwell Automation Technologies, Inc. Dynamically generating visualizations in industrial automation environment as a function of context and state information
US8190893B2 (en) 2003-10-27 2012-05-29 Jp Morgan Chase Bank Portable security transaction protocol
US20120136839A1 (en) 2010-11-30 2012-05-31 Peter Eberlein User-Driven Conflict Resolution Of Concurrent Updates In Snapshot Isolation
US8196184B2 (en) 2007-02-16 2012-06-05 Microsoft Corporation Efficient data structures for multi-dimensional security
US20120188252A1 (en) 2007-01-31 2012-07-26 Salesforce.Com Inc. Method and system for presenting a visual representation of the portion of the sets of data that a query is expected to return
US20120191446A1 (en) 2009-07-15 2012-07-26 Proviciel - Mlstate System and method for creating a parser generator and associated computer program
US20120197657A1 (en) 2011-01-31 2012-08-02 Ez Derm, Llc Systems and methods to facilitate medical services
US20120197660A1 (en) 2011-01-31 2012-08-02 Ez Derm, Llc Systems and methods to faciliate medical services
US8239668B1 (en) 2009-04-15 2012-08-07 Trend Micro Incorporated Computer security threat data collection and aggregation with user privacy protection
US20120210294A1 (en) 2011-02-10 2012-08-16 Software Ag Systems and/or methods for identifying and resolving complex model merge conflicts based on atomic merge conflicts
US20120215784A1 (en) 2007-03-20 2012-08-23 Gary King System for estimating a distribution of message content categories in source data
US20120221553A1 (en) 2011-02-24 2012-08-30 Lexisnexis, A Division Of Reed Elsevier Inc. Methods for electronic document searching and graphically representing electronic document searches
US20120226590A1 (en) 2011-03-01 2012-09-06 Early Warning Services, Llc System and method for suspect entity detection and mitigation
US8271948B2 (en) 2006-03-03 2012-09-18 Telefonaktiebolaget L M Ericsson (Publ) Subscriber identity module (SIM) application toolkit test method and system
US20120254129A1 (en) 2011-04-02 2012-10-04 Recursion Software, Inc. System and method for managing sensitive data using intelligent mobile agents on a network
US8290990B2 (en) 2003-02-28 2012-10-16 Abb Research Ltd System and method for managing and exchanging data of a technical project, technical installation and individual installation components
US8290838B1 (en) 2006-12-29 2012-10-16 Amazon Technologies, Inc. Indicating irregularities in online financial transactions
US20120266245A1 (en) 2011-04-15 2012-10-18 Raytheon Company Multi-Nodal Malware Analysis
US8301904B1 (en) 2008-06-24 2012-10-30 Mcafee, Inc. System, method, and computer program product for automatically identifying potentially unwanted data as unwanted
US8302855B2 (en) 2005-03-09 2012-11-06 Diebold, Incorporated Banking system controlled responsive to data bearing records
US20120284670A1 (en) 2010-07-08 2012-11-08 Alexey Kashik Analysis of complex data objects and multiple parameter systems
US8312546B2 (en) 2007-04-23 2012-11-13 Mcafee, Inc. Systems, apparatus, and methods for detecting malware
US8316060B1 (en) 2005-01-26 2012-11-20 21st Century Technologies Segment matching search system and method
US20120304150A1 (en) 2011-05-24 2012-11-29 Microsoft Corporation Binding between a layout engine and a scripting engine
US20120304244A1 (en) 2011-05-24 2012-11-29 Palo Alto Networks, Inc. Malware analysis system
US20120323829A1 (en) 2011-06-17 2012-12-20 Microsoft Corporation Graph-based classification based on file relationships
US20130006668A1 (en) 2011-06-30 2013-01-03 Verizon Patent And Licensing Inc. Predictive modeling processes for healthcare fraud detection
US20130016106A1 (en) 2011-07-15 2013-01-17 Green Charge Networks Llc Cluster mapping to highlight areas of electrical congestion
US8380659B2 (en) 2010-02-09 2013-02-19 Google Inc. Method and system for efficiently replicating data in non-relational databases
US8392556B2 (en) 2009-07-16 2013-03-05 Ca, Inc. Selective reporting of upstream transaction trace data
US20130067017A1 (en) 2010-04-15 2013-03-14 Mxi Technologies, Ltd. Mehtod and system for deployed operations support
US20130086482A1 (en) 2011-09-30 2013-04-04 Cbs Interactive, Inc. Displaying plurality of content items in window
US20130091084A1 (en) 2011-10-11 2013-04-11 Lockheed Martin Corporation Data quality issue detection through ontological inferencing
US20130097482A1 (en) 2011-10-13 2013-04-18 Microsoft Corporation Search result entry truncation using pixel-based approximation
US8442940B1 (en) 2008-11-18 2013-05-14 Semantic Research, Inc. Systems and methods for pairing of a semantic network and a natural language processing information extraction system
US20130124193A1 (en) 2011-11-15 2013-05-16 Business Objects Software Limited System and Method Implementing a Text Analysis Service
US20130124567A1 (en) 2011-11-14 2013-05-16 Helen Balinsky Automatic prioritization of policies
US20130139268A1 (en) 2011-11-28 2013-05-30 Electronics And Telecommunications Research Institute Agent apparatus and method for sharing anonymous identifier-based security information among security management domains
US20130151453A1 (en) 2011-12-07 2013-06-13 Inkiru, Inc. Real-time predictive intelligence platform
US20130151305A1 (en) 2011-12-09 2013-06-13 Sap Ag Method and Apparatus for Business Drivers and Outcomes to Enable Scenario Planning and Simulation
US20130166480A1 (en) 2011-12-21 2013-06-27 Telenav, Inc. Navigation system with point of interest classification mechanism and method of operation thereof
US20130173540A1 (en) 2011-08-03 2013-07-04 Amazon Technologies, Inc. Gathering transaction data associated with locally stored data files
US20130191336A1 (en) 2012-01-23 2013-07-25 Richard Allen Ducott, III Cross-acl multi-master replication
US8527949B1 (en) 2001-11-19 2013-09-03 Cypress Semiconductor Corporation Graphical user interface for dynamically reconfiguring a programmable device
CN103281301A (en) 2013-04-28 2013-09-04 上海海事大学 System and method for judging cloud safety malicious program
US20130251233A1 (en) 2010-11-26 2013-09-26 Guoliang Yang Method for creating a report from radiological images using electronic report templates
US20130263019A1 (en) 2012-03-30 2013-10-03 Maria G. Castellanos Analyzing social media
US20130262527A1 (en) 2012-04-02 2013-10-03 Nicolas M. Hunter Smart progress indicator
US20130262528A1 (en) 2012-03-29 2013-10-03 Touchstone Media Group, Llc Mobile Sales Tracking System
US8560494B1 (en) 2011-09-30 2013-10-15 Palantir Technologies, Inc. Visual data importer
US20130276799A1 (en) 2010-12-22 2013-10-24 Exonoid Medical Devices Ltd. Method and system for drug delivery
US20130288719A1 (en) 2012-04-27 2013-10-31 Oracle International Corporation Augmented reality for maintenance management, asset management, or real estate management
US20130346444A1 (en) 2009-12-08 2013-12-26 Netapp, Inc. Metadata subsystem for a distributed object store in a network storage system
US8646080B2 (en) 2005-09-16 2014-02-04 Avg Technologies Cy Limited Method and apparatus for removing harmful software
US20140040182A1 (en) 2008-08-26 2014-02-06 Zeewise, Inc. Systems and methods for collection and consolidation of heterogeneous remote business data using dynamic data handling
US20140040714A1 (en) 2012-04-30 2014-02-06 Louis J. Siegel Information Management System and Method
US20140059683A1 (en) 2012-08-22 2014-02-27 International Business Machines Corporation Cooperative intrusion detection ecosystem for IP reputation-based security
US20140081652A1 (en) 2012-09-14 2014-03-20 Risk Management Solutions Llc Automated Healthcare Risk Management System Utilizing Real-time Predictive Models, Risk Adjusted Provider Cost Index, Edit Analytics, Strategy Management, Managed Learning Environment, Contact Management, Forensic GUI, Case Management And Reporting System For Preventing And Detecting Healthcare Fraud, Abuse, Waste And Errors
US8682696B1 (en) 2007-11-30 2014-03-25 Intuit Inc. Healthcare claims navigator
US20140089339A1 (en) 2008-02-25 2014-03-27 Cisco Technology, Inc. Unified communication audit tool
US8688749B1 (en) 2011-03-31 2014-04-01 Palantir Technologies, Inc. Cross-ontology multi-master replication
US8688573B1 (en) 2012-10-16 2014-04-01 Intuit Inc. Method and system for identifying a merchant payee associated with a cash transaction
US20140114972A1 (en) 2012-10-22 2014-04-24 Palantir Technologies, Inc. Sharing information between nexuses that use different classification schemes for information access control
US20140123279A1 (en) 2012-10-29 2014-05-01 Michael G. Bishop Dynamic quarantining for malware detection
US20140129936A1 (en) 2012-11-05 2014-05-08 Palantir Technologies, Inc. System and method for sharing investigation results
US8726379B1 (en) 2011-07-15 2014-05-13 Norse Corporation Systems and methods for dynamic protection from electronic attacks
US8732574B2 (en) 2011-08-25 2014-05-20 Palantir Technologies, Inc. System and method for parameterizing documents for automatic workflow generation
US20140143009A1 (en) 2012-11-16 2014-05-22 International Business Machines Corporation Risk reward estimation for company-country pairs
US20140149130A1 (en) 2012-11-29 2014-05-29 Verizon Patent And Licensing Inc. Healthcare fraud detection based on statistics, learning, and parameters
US20140208281A1 (en) 2013-01-20 2014-07-24 International Business Machines Corporation Real-time display of electronic device design changes between schematic and/or physical representation and simplified physical representation of design
US20140222793A1 (en) 2013-02-07 2014-08-07 Parlance Corporation System and Method for Automatically Importing, Refreshing, Maintaining, and Merging Contact Sets
US8807948B2 (en) 2011-09-29 2014-08-19 Cadence Design Systems, Inc. System and method for automated real-time design checking
US20140244284A1 (en) 2013-02-25 2014-08-28 Complete Consent, Llc Communication of medical claims
US8838538B1 (en) 2013-07-31 2014-09-16 Palantir Technologies, Inc. Techniques for replicating changes to access control lists on investigative analysis data
EP2778913A1 (en) 2013-03-15 2014-09-17 Palantir Technologies, Inc. Method and system for generating a parser and parsing complex data
EP2778914A1 (en) 2013-03-15 2014-09-17 Palantir Technologies, Inc. Method and system for generating a parser and parsing complex data
EP2778986A1 (en) 2013-03-15 2014-09-17 Palantir Technologies, Inc. Systems and methods for providing a tagging interface for external content
DE102014204840A1 (en) 2013-03-15 2014-09-18 Palantir Technologies, Inc. Improved data integration tool
US8886601B1 (en) 2013-06-20 2014-11-11 Palantir Technologies, Inc. System and method for incrementally replicating investigative analysis data
US20140358829A1 (en) 2013-06-01 2014-12-04 Adam M. Hurwitz System and method for sharing record linkage information
US8930897B2 (en) 2013-03-15 2015-01-06 Palantir Technologies Inc. Data integration tool
US8930874B2 (en) 2012-11-09 2015-01-06 Analog Devices, Inc. Filter design tool
US8938686B1 (en) 2013-10-03 2015-01-20 Palantir Technologies Inc. Systems and methods for analyzing performance of an entity
US20150026622A1 (en) 2013-07-19 2015-01-22 General Electric Company Systems and methods for dynamically controlling content displayed on a condition monitoring system
NL2013306A (en) 2013-08-08 2015-02-10 Palantir Technologies Template system for custom document generation.
DE102014215621A1 (en) 2013-08-08 2015-02-12 Palantir Technologies, Inc. Template system for generating customized documents
US20150073954A1 (en) 2012-12-06 2015-03-12 Jpmorgan Chase Bank, N.A. System and Method for Data Analytics
US20150089353A1 (en) 2013-09-24 2015-03-26 Chad Folkening Platform for building virtual entities using equity systems
US9009827B1 (en) 2014-02-20 2015-04-14 Palantir Technologies Inc. Security sharing system
US20150106379A1 (en) 2013-03-15 2015-04-16 Palantir Technologies Inc. Computer-implemented systems and methods for comparing and associating objects
US9021260B1 (en) 2014-07-03 2015-04-28 Palantir Technologies Inc. Malware data item analysis
US20150186483A1 (en) 2013-12-27 2015-07-02 General Electric Company Systems and methods for dynamically grouping data analysis content
US20150212663A1 (en) 2014-01-30 2015-07-30 Splunk Inc. Panel templates for visualization of data within an interactive dashboard
US20150235334A1 (en) 2014-02-20 2015-08-20 Palantir Technologies Inc. Healthcare fraud sharing system
US9165100B2 (en) 2013-12-05 2015-10-20 Honeywell International Inc. Methods and apparatus to map schematic elements into a database
US20160062555A1 (en) 2014-09-03 2016-03-03 Palantir Technologies Inc. System for providing dynamic linked panels in user interface
EP3002691A1 (en) 2014-10-03 2016-04-06 Palantir Technologies, Inc. Time-series analysis system
EP3009943A1 (en) 2014-10-16 2016-04-20 Palantir Technologies, Inc. Schematic and database linking system
US20160162519A1 (en) 2014-12-08 2016-06-09 Palantir Technologies Inc. Distributed acoustic sensing data analysis system
US9501552B2 (en) 2007-10-18 2016-11-22 Palantir Technologies, Inc. Resolving database entity information
US9569070B1 (en) 2013-11-11 2017-02-14 Palantir Technologies, Inc. Assisting in deconflicting concurrency conflicts

Patent Citations (467)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US4881179A (en) 1988-03-11 1989-11-14 International Business Machines Corp. Method for providing information security protocols to an electronic calendar
US5241625A (en) 1990-11-27 1993-08-31 Farallon Computing, Inc. Screen image sharing among heterogeneous computers
US6101479A (en) 1992-07-15 2000-08-08 Shaw; James G. System and method for allocating company resources to fulfill customer expectations
US5548749A (en) 1993-10-29 1996-08-20 Wall Data Incorporated Semantic orbject modeling system for creating relational database schemas
US6374252B1 (en) 1995-04-24 2002-04-16 I2 Technologies Us, Inc. Modeling of object-oriented database structures, translation to relational database structures, and dynamic searches thereon
US5708828A (en) 1995-05-25 1998-01-13 Reliant Data Systems System for converting data from input data environment using first format to output data environment using second format by executing the associations between their fields
US5999911A (en) 1995-06-02 1999-12-07 Mentor Graphics Corporation Method and system for managing workflow
US6539538B1 (en) 1995-11-13 2003-03-25 Concerto Software, Inc. Intelligent information routing system and method
US5774717A (en) 1995-12-15 1998-06-30 International Business Machines Corporation Method and article of manufacture for resynchronizing client/server file systems and resolving file system conflicts
US5765171A (en) 1995-12-29 1998-06-09 Lucent Technologies Inc. Maintaining consistency of database replicas
US6098078A (en) * 1995-12-29 2000-08-01 Lucent Technologies Inc. Maintaining consistency of database replicas
US5806074A (en) 1996-03-19 1998-09-08 Oracle Corporation Configurable conflict resolution in a computer implemented distributed database
US5845300A (en) 1996-06-05 1998-12-01 Microsoft Corporation Method and apparatus for suggesting completions for a partially entered data item based on previously-entered, associated data items
EP0816968A2 (en) 1996-06-26 1998-01-07 Sun Microsystems, Inc. Mechanism for locating objects in a secure fashion
US6237138B1 (en) 1996-11-12 2001-05-22 International Business Machines Corp. Buffered screen capturing software tool for usability testing of computer applications
US5943676A (en) 1996-11-13 1999-08-24 Puma Technology, Inc. Synchronization of recurring records in incompatible databases
US6202085B1 (en) 1996-12-06 2001-03-13 Microsoft Corportion System and method for incremental change synchronization between multiple copies of data
US5870761A (en) 1996-12-19 1999-02-09 Oracle Corporation Parallel queue propagation
US6430305B1 (en) 1996-12-20 2002-08-06 Synaptics, Incorporated Identity verification methods
US6065026A (en) 1997-01-09 2000-05-16 Document.Com, Inc. Multi-user electronic document authoring system with prompted updating of shared language
US5978475A (en) 1997-07-18 1999-11-02 Counterpane Internet Security, Inc. Event auditing system
US6463404B1 (en) 1997-08-08 2002-10-08 British Telecommunications Public Limited Company Translation
US6216140B1 (en) * 1997-09-17 2001-04-10 Hewlett-Packard Company Methodology for the efficient management of hierarchically organized information
US20020112157A1 (en) 1997-09-22 2002-08-15 Proofspace, Inc. System and method for widely witnessed proof of time
US7017046B2 (en) 1997-09-22 2006-03-21 Proofspace, Inc. System and method for graphical indicia for the certification of records
US6240414B1 (en) 1997-09-28 2001-05-29 Eisolutions, Inc. Method of resolving data conflicts in a shared data environment
US6289338B1 (en) 1997-12-15 2001-09-11 Manning & Napier Information Services Database analysis using a probabilistic ontology
US6877137B1 (en) 1998-04-09 2005-04-05 Rose Blush Software Llc System, method and computer program product for mediating notes and note sub-notes linked or otherwise associated with stored or networked web pages
US6190053B1 (en) 1998-04-22 2001-02-20 Novibra Gmbh Step bearing housing for an open-end spinning rotor shaft and method of operating same
US6944777B1 (en) 1998-05-15 2005-09-13 E.Piphany, Inc. System and method for controlling access to resources in a distributed environment
US7962848B2 (en) 1998-06-02 2011-06-14 International Business Machines Corporation Method and system for reducing the horizontal space required for displaying a column containing text data
US20010021936A1 (en) 1998-06-02 2001-09-13 Randal Lee Bertram Method and system for reducing the horizontal space required for displaying a column containing text data
US6317754B1 (en) * 1998-07-03 2001-11-13 Mitsubishi Electric Research Laboratories, Inc System for user control of version /Synchronization in mobile computing
US6243706B1 (en) 1998-07-24 2001-06-05 Avid Technology, Inc. System and method for managing the creation and production of computer generated works
US6232971B1 (en) 1998-09-23 2001-05-15 International Business Machines Corporation Variable modality child windows
US7213030B1 (en) 1998-10-16 2007-05-01 Jenkins Steven R Web-enabled transaction and collaborative management system
US7392254B1 (en) 1998-10-16 2008-06-24 Jenkins Steven R Web-enabled transaction and matter management system
US20070168871A1 (en) 1998-10-16 2007-07-19 Haynes And Boone, L.L.P. Web-enabled transaction and collaborative management system
US6523172B1 (en) 1998-12-17 2003-02-18 Evolutionary Technologies International, Inc. Parser translator system and method
US6279018B1 (en) 1998-12-21 2001-08-21 Kudrollis Software Inventions Pvt. Ltd. Abbreviating and compacting text to cope with display space constraint in computer software
US6748481B1 (en) 1999-04-06 2004-06-08 Microsoft Corporation Streaming information appliance with circular buffer for receiving and selectively reading blocks of streaming information
US6539381B1 (en) * 1999-04-21 2003-03-25 Novell, Inc. System and method for synchronizing database information
US20060206866A1 (en) 1999-05-17 2006-09-14 Invensys Systems, Inc. Methods and apparatus for control configuration using live data
US20050028094A1 (en) 1999-07-30 2005-02-03 Microsoft Corporation Modeless child windows for application programs
US6560620B1 (en) * 1999-08-03 2003-05-06 Aplix Research, Inc. Hierarchical document comparison system and method
US6523019B1 (en) 1999-09-21 2003-02-18 Choicemaker Technologies, Inc. Probabilistic record linkage model derived from training data
US20030126102A1 (en) 1999-09-21 2003-07-03 Choicemaker Technologies, Inc. Probabilistic record linkage model derived from training data
WO2001025906A1 (en) 1999-10-01 2001-04-12 Global Graphics Software Limited Method and system for arranging a workflow using graphical user interface
US20070185850A1 (en) 1999-11-10 2007-08-09 Walters Edward J Apparatus and Method for Displaying Records Responsive to a Database Query
US6370538B1 (en) 1999-11-22 2002-04-09 Xerox Corporation Direct manipulation interface for document properties
US6944821B1 (en) 1999-12-07 2005-09-13 International Business Machines Corporation Copy/paste mechanism and paste buffer that includes source information for copied data
US7194680B1 (en) 1999-12-07 2007-03-20 Adobe Systems Incorporated Formatting content by example
US20020032677A1 (en) 2000-03-01 2002-03-14 Jeff Morgenthaler Methods for creating, editing, and updating searchable graphical database and databases of graphical images and information and displaying graphical images from a searchable graphical database or databases in a sequential or slide show format
US20030084017A1 (en) 2000-04-17 2003-05-01 Ordille Joann J System for integrating diverse database and maintaining their consistency
US6642945B1 (en) 2000-05-04 2003-11-04 Microsoft Corporation Method and system for optimizing a visual display for handheld computer systems
WO2001088750A1 (en) 2000-05-16 2001-11-22 Carroll Garrett O A document processing system and method
US20030093755A1 (en) 2000-05-16 2003-05-15 O'carroll Garrett Document processing system and method
US20070113164A1 (en) 2000-05-17 2007-05-17 Hansen David R System and method for implementing compound documents in a production printing workflow
US6725240B1 (en) 2000-08-08 2004-04-20 International Business Machines Corporation Apparatus and method for protecting against data tampering in an audit subsystem
US6967589B1 (en) 2000-08-11 2005-11-22 Oleumtech Corporation Gas/oil well monitoring system
GB2366498A (en) 2000-08-25 2002-03-06 Copyn Ltd Method of bookmarking a section of a web-page and storing said bookmarks
US6807569B1 (en) 2000-09-12 2004-10-19 Science Applications International Corporation Trusted and anonymous system and method for sharing threat data to industry assets
US6640231B1 (en) 2000-10-06 2003-10-28 Ontology Works, Inc. Ontology for database design and application development
US20090249244A1 (en) 2000-10-10 2009-10-01 Addnclick, Inc. Dynamic information management system and method for content delivery and sharing in content-, metadata- & viewer-based, live social networking among users concurrently engaged in the same and/or similar content
US6816941B1 (en) 2000-10-23 2004-11-09 International Business Machines Corporation Method and system for efficiently importing/exporting removable storage volumes between virtual storage systems
US7027974B1 (en) 2000-10-27 2006-04-11 Science Applications International Corporation Ontology-based parser for natural language processing
US20040236688A1 (en) 2000-10-30 2004-11-25 Bozeman William O. Universal positive pay database method, system, and computer useable medium
US6978419B1 (en) 2000-11-15 2005-12-20 Justsystem Corporation Method and apparatus for efficient identification of duplicate and near-duplicate documents and text spans using high-discriminability text fragments
US20020103705A1 (en) 2000-12-06 2002-08-01 Forecourt Communication Group Method and apparatus for using prior purchases to select activities to present to a customer
US20020095360A1 (en) 2001-01-16 2002-07-18 Joao Raymond Anthony Apparatus and method for providing transaction history information, account history information, and/or charge-back information
US6850317B2 (en) 2001-01-23 2005-02-01 Schlumberger Technology Corporation Apparatus and methods for determining velocity of oil in a flow stream
US8799313B2 (en) 2001-02-20 2014-08-05 Hartford Fire Insurance Company Method and system for processing medical provider claim data
US20110179048A1 (en) 2001-02-20 2011-07-21 Hartford Fire Insurance Company Method and system for processing medical provider claim data
US20100057622A1 (en) 2001-02-27 2010-03-04 Faith Patrick L Distributed Quantum Encrypted Pattern Generation And Scoring
US7877421B2 (en) 2001-05-25 2011-01-25 International Business Machines Corporation Method and system for mapping enterprise data assets to a semantic information model
US6665683B1 (en) 2001-06-22 2003-12-16 E. Intelligence, Inc. System and method for adjusting a value within a multidimensional aggregation tree
US20020196229A1 (en) 2001-06-26 2002-12-26 Frank Chen Graphics-based calculator capable of directly editing data points on graph
US20030028560A1 (en) 2001-06-26 2003-02-06 Kudrollis Software Inventions Pvt. Ltd. Compacting an information array display to cope with two dimensional display space constraint
US8001465B2 (en) 2001-06-26 2011-08-16 Kudrollis Software Inventions Pvt. Ltd. Compacting an information array display to cope with two dimensional display space constraint
US20030055825A1 (en) 2001-06-27 2003-03-20 Microsoft Corporation System and method for resolving conflicts detected during a synchronization session
US20040205492A1 (en) 2001-07-26 2004-10-14 Newsome Mark R. Content clipping service
US7072911B1 (en) 2001-07-27 2006-07-04 Novell, Inc. System and method for incremental replication of changes in a state based distributed database
US20030036927A1 (en) 2001-08-20 2003-02-20 Bowen Susan W. Healthcare information search system and user interface
US20030061132A1 (en) 2001-09-26 2003-03-27 Yu, Mason K. System and method for categorizing, aggregating and analyzing payment transactions data
US7167877B2 (en) 2001-11-01 2007-01-23 Verisign, Inc. Method and system for updating a remote database
US20030088654A1 (en) 2001-11-02 2003-05-08 Gordon Good Directory server schema replication
US20040103147A1 (en) 2001-11-13 2004-05-27 Flesher Kevin E. System for enabling collaboration and protecting sensitive data
US8527949B1 (en) 2001-11-19 2013-09-03 Cypress Semiconductor Corporation Graphical user interface for dynamically reconfiguring a programmable device
US7089541B2 (en) 2001-11-30 2006-08-08 Sun Microsystems, Inc. Modular parser architecture with mini parsers
WO2003060751A1 (en) 2001-12-26 2003-07-24 Compassoft, Inc. System and method for autonomously generating heterogeneous data source interoperability bridges based on semantic modeling derived from self adapting ontology
US20050229256A2 (en) 2001-12-31 2005-10-13 Citadel Security Software Inc. Automated Computer Vulnerability Resolution System
US7174377B2 (en) 2002-01-16 2007-02-06 Xerox Corporation Method and apparatus for collaborative document versioning of networked documents
US20030177112A1 (en) 2002-01-28 2003-09-18 Steve Gardner Ontology-based information management system and method
US20070112714A1 (en) 2002-02-01 2007-05-17 John Fairweather System and method for managing knowledge
US7533069B2 (en) 2002-02-01 2009-05-12 John Fairweather System and method for mining data
US7685083B2 (en) 2002-02-01 2010-03-23 John Fairweather System and method for managing knowledge
US7240330B2 (en) 2002-02-01 2007-07-03 John Fairweather Use of ontologies for auto-generating and handling applications, their persistent storage, and user interfaces
US20030172053A1 (en) 2002-02-01 2003-09-11 John Fairweather System and method for mining data
US20050034107A1 (en) 2002-02-12 2005-02-10 Kendall Elisa Finnie Method and apparatus for frame-based knowledge representation in the unified modeling language (uml)
US20080249820A1 (en) 2002-02-15 2008-10-09 Pathria Anu K Consistency modeling of healthcare claims to detect fraud and abuse
US20060265747A1 (en) 2002-03-08 2006-11-23 Ciphertrust, Inc. Systems and Methods For Message Threat Management
US20030182313A1 (en) 2002-03-19 2003-09-25 Federwisch Michael L. System and method for determining changes in two snapshots and for transmitting changes to destination snapshot
US20040034570A1 (en) 2002-03-20 2004-02-19 Mark Davis Targeted incentives based upon predicted behavior
US20070180075A1 (en) 2002-04-25 2007-08-02 Doug Chasman System and method for synchronization of version annotated objects
US7237192B1 (en) 2002-04-30 2007-06-26 Oracle International Corporation Methods and systems for naming and indexing children in a hierarchical nodal structure
US20090281839A1 (en) 2002-05-17 2009-11-12 Lawrence A. Lynn Patient safety processor
US7437664B2 (en) * 2002-06-18 2008-10-14 Microsoft Corporation Comparing hierarchically-structured documents
US20040044648A1 (en) 2002-06-24 2004-03-04 Xmyphonic System As Method for data-centric collaboration
US20060155654A1 (en) 2002-08-13 2006-07-13 Frederic Plessis Editor and method for editing formulae for calculating the price of a service and a system for automatic costing of a service
US20040044992A1 (en) 2002-09-03 2004-03-04 Horst Muller Handling parameters in test scripts for computer program applications
US20040078451A1 (en) 2002-10-17 2004-04-22 International Business Machines Corporation Separating and saving hyperlinks of special interest from a sequence of web documents being browsed at a receiving display station on the web
US20060178915A1 (en) 2002-10-18 2006-08-10 Schumarry Chao Mass customization for management of healthcare
US20040083466A1 (en) 2002-10-29 2004-04-29 Dapp Michael C. Hardware parser accelerator
US20040103124A1 (en) * 2002-11-26 2004-05-27 Microsoft Corporation Hierarchical differential document representative of changes between versions of hierarchical document
US20040111390A1 (en) * 2002-12-09 2004-06-10 Yasushi Saito Replication and replica management in a wide area file system
US20060271526A1 (en) 2003-02-04 2006-11-30 Cataphora, Inc. Method and apparatus for sociological data analysis
US20040153418A1 (en) 2003-02-05 2004-08-05 Hanweck Gerald Alfred System and method for providing access to data from proprietary tools
US8290990B2 (en) 2003-02-28 2012-10-16 Abb Research Ltd System and method for managing and exchanging data of a technical project, technical installation and individual installation components
US20060036568A1 (en) 2003-03-24 2006-02-16 Microsoft Corporation File system shell
US7676788B1 (en) * 2003-03-25 2010-03-09 Electric Cloud, Inc. Architecture and method for executing program builds
US7818297B2 (en) 2003-03-31 2010-10-19 Hewlett-Packard Development Company, L.P. System and method for refreshing a table using epochs
US7086028B1 (en) 2003-04-09 2006-08-01 Autodesk, Inc. Simplified generation of design change information on a drawing in a computer aided design (CAD) environment
US20040221223A1 (en) 2003-04-29 2004-11-04 Nam-Yul Yu Apparatus and method for encoding a low density parity check code
US20040250124A1 (en) 2003-05-19 2004-12-09 Vsecure Technologies (Us) Inc. Dynamic network protection
US20040236711A1 (en) 2003-05-21 2004-11-25 Bentley Systems, Inc. System and method for automating the extraction of information contained within an engineering document
US20060069912A1 (en) 2003-05-30 2006-03-30 Yuliang Zheng Systems and methods for enhanced network security
US20040250576A1 (en) 2003-06-16 2004-12-16 Flanders Emory H. Double-secured latch
US7441219B2 (en) 2003-06-24 2008-10-21 National Semiconductor Corporation Method for creating, modifying, and simulating electrical circuits over the internet
US20050010472A1 (en) 2003-07-08 2005-01-13 Quatse Jesse T. High-precision customer-based targeting by individual usage statistics
US20050039116A1 (en) 2003-07-31 2005-02-17 Canon Kabushiki Kaisha Collaborative editing with automatic layout
US20050039119A1 (en) 2003-08-12 2005-02-17 Accenture Global Services Gmbh Presentation generator
US20050044187A1 (en) 2003-08-21 2005-02-24 Microsoft Corporation Systems and methods for providing conflict handling for peer-to-peer synchronization of units of information manageable by a hardware/software interface system
US20050050537A1 (en) 2003-08-21 2005-03-03 Thompson J. Patrick Systems and method for representing relationships between units of information manageable by a hardware/software interface system
US20060143075A1 (en) 2003-09-22 2006-06-29 Ryan Carr Assumed demographics, predicted behaviour, and targeted incentives
US7441182B2 (en) 2003-10-23 2008-10-21 Microsoft Corporation Digital negatives
US20050091186A1 (en) 2003-10-24 2005-04-28 Alon Elish Integrated method and apparatus for capture, storage, and retrieval of information
US20050091420A1 (en) 2003-10-24 2005-04-28 Microsoft Corporation Mechanism for handling input parameters
US8190893B2 (en) 2003-10-27 2012-05-29 Jp Morgan Chase Bank Portable security transaction protocol
US20050097061A1 (en) 2003-10-31 2005-05-05 Shapiro William M. Offline access in a document control system
US20050108063A1 (en) 2003-11-05 2005-05-19 Madill Robert P.Jr. Systems and methods for assessing the potential for fraud in business transactions
US20050125715A1 (en) 2003-12-04 2005-06-09 Fabrizio Di Franco Method of saving data in a graphical user interface
US20080228467A1 (en) 2004-01-06 2008-09-18 Neuric Technologies, Llc Natural language parsing method to provide conceptual flow
US7730396B2 (en) 2004-01-14 2010-06-01 Xerox Corporation Systems and methods for converting legacy and proprietary documents into extended mark-up language format
US20050183005A1 (en) 2004-02-12 2005-08-18 Laurent Denoue Systems and methods for freeform annotations
US7596285B2 (en) 2004-02-26 2009-09-29 International Business Machines Corporation Providing a portion of an electronic mail message at a reduced resolution
US20050193024A1 (en) 2004-02-27 2005-09-01 Beyer Kevin S. Asynchronous peer-to-peer data replication
US7302708B2 (en) 2004-03-11 2007-11-27 Harris Corporation Enforcing computer security utilizing an adaptive lattice mechanism
US20060053097A1 (en) 2004-04-01 2006-03-09 King Martin T Searching and accessing documents on private networks for use with captures from rendered documents
US7770032B2 (en) 2004-04-06 2010-08-03 Telecom Italia S.P.A. Secure logging for irrefutable administration
US20080141117A1 (en) 2004-04-12 2008-06-12 Exbiblio, B.V. Adding Value to a Rendered Document
US20060031779A1 (en) 2004-04-15 2006-02-09 Citrix Systems, Inc. Selectively sharing screen data
US20060265417A1 (en) 2004-05-04 2006-11-23 Amato Jerry S Enhanced graphical interfaces for displaying visual data
US20100223260A1 (en) 2004-05-06 2010-09-02 Oracle International Corporation Web Server for Multi-Version Web Documents
US7225468B2 (en) 2004-05-07 2007-05-29 Digital Security Networks, Llc Methods and apparatus for computer network security using intrusion detection and prevention
US20050267865A1 (en) 2004-05-26 2005-12-01 International Business Machines Corporation System, method and program for modifying a query by use of an external system for managing assignment of user and data classifications
US20090172821A1 (en) 2004-06-30 2009-07-02 Faycal Daira System and method for securing computer stations and/or communication networks
US20060026561A1 (en) 2004-07-29 2006-02-02 International Business Machines Corporation Inserting into a document a screen image of a computer software application
US20100204983A1 (en) 2004-08-06 2010-08-12 Kevin Chen-Chuan Chung Method and System for Extracting Web Query Interfaces
US20060045470A1 (en) 2004-08-25 2006-03-02 Thomas Poslinski Progess bar with multiple portions
US20060053170A1 (en) 2004-09-03 2006-03-09 Bio Wisdom Limited System and method for parsing and/or exporting data from one or more multi-relational ontologies
US20060059423A1 (en) 2004-09-13 2006-03-16 Stefan Lehmann Apparatus, system, and method for creating customized workflow documentation
US20060074866A1 (en) 2004-09-27 2006-04-06 Microsoft Corporation One click conditional formatting method and system for software programs
US20060080139A1 (en) 2004-10-08 2006-04-13 Woodhaven Health Services Preadmission health care cost and reimbursement estimation tool
US20070299697A1 (en) 2004-10-12 2007-12-27 Friedlander Robert R Methods for Associating Records in Healthcare Databases with Individuals
EP1647908A2 (en) 2004-10-14 2006-04-19 Alcatel Database RAM cache
US20060106879A1 (en) 2004-11-16 2006-05-18 International Business Machines Corporation Conflict resolution in a synchronization framework
US20060129746A1 (en) 2004-12-14 2006-06-15 Ithink, Inc. Method and graphic interface for storing, moving, sending or printing electronic data to two or more locations, in two or more formats with a single save function
EP1672527A2 (en) 2004-12-15 2006-06-21 Microsoft Corporation System and method for automatically completing spreadsheet formulas
US20060136513A1 (en) 2004-12-21 2006-06-22 Nextpage, Inc. Managing the status of documents in a distributed storage system
US7716140B1 (en) 2004-12-31 2010-05-11 Google Inc. Methods and systems for controlling access to relationship information in a social network
US20060155945A1 (en) 2005-01-07 2006-07-13 International Business Machines Corporation System, method, and computer program product for multi-master replication conflict resolution
US8316060B1 (en) 2005-01-26 2012-11-20 21st Century Technologies Segment matching search system and method
US20070233756A1 (en) 2005-02-07 2007-10-04 D Souza Roy P Retro-fitting synthetic full copies of data
US20060190497A1 (en) 2005-02-18 2006-08-24 International Business Machines Corporation Support for schema evolution in a multi-node peer-to-peer replication environment
US20100280851A1 (en) 2005-02-22 2010-11-04 Richard Merkin Systems and methods for assessing and optimizing healthcare administration
US20080186904A1 (en) 2005-02-28 2008-08-07 Kazuhiro Koyama Data Communication Terminal, Radio Base Station Searching Method, and Program
US8302855B2 (en) 2005-03-09 2012-11-06 Diebold, Incorporated Banking system controlled responsive to data bearing records
US8132149B2 (en) 2005-03-14 2012-03-06 Research In Motion Limited System and method for applying development patterns for component based applications
US20060218637A1 (en) 2005-03-24 2006-09-28 Microsoft Corporation System and method of selectively scanning a file on a computing device for malware
US20060224579A1 (en) 2005-03-31 2006-10-05 Microsoft Corporation Data mining techniques for improving search engine relevance
US20100262901A1 (en) 2005-04-14 2010-10-14 Disalvo Dean F Engineering process for a real-time user-defined data collection, analysis, and optimization tool (dot)
US20060242204A1 (en) 2005-04-22 2006-10-26 Microsoft Corporation Sync manager conflict resolution
US20060265377A1 (en) 2005-05-19 2006-11-23 Trimergent Personalizable information networks
US20060277460A1 (en) 2005-06-03 2006-12-07 Scott Forstall Webview applications
US20070000999A1 (en) 2005-06-06 2007-01-04 First Data Corporation System and method for authorizing electronic payment transactions
US20070005707A1 (en) 2005-06-20 2007-01-04 Microsoft Corporation Instant messaging with data sharing
US7523146B2 (en) 2005-06-21 2009-04-21 Apple Inc. Apparatus and method for peer-to-peer N-way synchronization in a decentralized environment
US20070018986A1 (en) 2005-07-05 2007-01-25 International Business Machines Corporation Data processing method and system
US20070026373A1 (en) 2005-07-26 2007-02-01 Microsoft Corporation Resource replication service protocol
US7801871B2 (en) 2005-08-09 2010-09-21 Nexsan Technologies Canada Inc. Data archiving system
US20070043686A1 (en) 2005-08-22 2007-02-22 International Business Machines Corporation Xml sub-document versioning method in xml databases using record storages
US20070074169A1 (en) 2005-08-25 2007-03-29 Fortify Software, Inc. Apparatus and method for analyzing and supplementing a program to provide security
US7958147B1 (en) 2005-09-13 2011-06-07 James Luke Turner Method for providing customized and automated security assistance, a document marking regime, and central tracking and control for sensitive or classified documents in electronic format
US7941336B1 (en) 2005-09-14 2011-05-10 D2C Solutions, LLC Segregation-of-duties analysis apparatus and method
US20070061752A1 (en) 2005-09-15 2007-03-15 Microsoft Corporation Cross-application support of charts
US8646080B2 (en) 2005-09-16 2014-02-04 Avg Technologies Cy Limited Method and apparatus for removing harmful software
US20070078872A1 (en) 2005-09-30 2007-04-05 Ronen Cohen Apparatus and method for parsing unstructured data
US20070130217A1 (en) 2005-10-13 2007-06-07 Unwired Software, Inc. Many to many data synchronization
US7627812B2 (en) 2005-10-27 2009-12-01 Microsoft Corporation Variable formatting of cells
US7664829B2 (en) 2005-10-28 2010-02-16 Ricoh Company, Ltd. Document managing system, document managing apparatus and document managing method
US20090313463A1 (en) 2005-11-01 2009-12-17 Commonwealth Scientific And Industrial Research Organisation Data matching using data clusters
US20070112887A1 (en) 2005-11-15 2007-05-17 Microsoft Corporation Slave replica member
US7707178B2 (en) 2005-11-28 2010-04-27 Commvault Systems, Inc. Systems and methods for classifying and transferring information in a storage network
US20070168516A1 (en) 2005-12-05 2007-07-19 Microsoft Corporation Resource freshness and replication
US20070136095A1 (en) 2005-12-09 2007-06-14 Arizona Board Of Regents On Behalf Of The University Of Arizona Icon Queues for Workflow Management
US7634717B2 (en) 2006-01-23 2009-12-15 Microsoft Corporation Multiple conditional formatting
US20070174760A1 (en) 2006-01-23 2007-07-26 Microsoft Corporation Multiple conditional formatting
US20100122152A1 (en) 2006-01-23 2010-05-13 Microsoft Corporation Multiple conditional formatting
US7770100B2 (en) 2006-02-27 2010-08-03 Microsoft Corporation Dynamic thresholds for conditional formats
US20070220067A1 (en) 2006-02-28 2007-09-20 Microsoft Corporation Pre-existing content replication
US20070220328A1 (en) 2006-02-28 2007-09-20 Microsoft Corporation Shutdown recovery
US8271948B2 (en) 2006-03-03 2012-09-18 Telefonaktiebolaget L M Ericsson (Publ) Subscriber identity module (SIM) application toolkit test method and system
US7530105B2 (en) 2006-03-21 2009-05-05 21St Century Technologies, Inc. Tactical and strategic attack detection and prediction
US20070245339A1 (en) 2006-04-12 2007-10-18 Bauman Brian D Creating documentation screenshots on demand
WO2007133206A1 (en) 2006-05-12 2007-11-22 Drawing Management Incorporated Spatial graphical user interface and method for using the same
US20070284433A1 (en) 2006-06-08 2007-12-13 American Express Travel Related Services Company, Inc. Method, system, and computer program product for customer-level data verification
US7805408B2 (en) 2006-06-09 2010-09-28 Microsoft Corporation Unified mechanism for presenting and resolving grouped synchronization conflicts
US20070294766A1 (en) 2006-06-14 2007-12-20 Microsoft Corporation Enterprise threat modeling
US20070299887A1 (en) 2006-06-23 2007-12-27 Microsoft Corporation Multi-master database synchronization without loss of convergence
US7953710B2 (en) * 2006-06-23 2011-05-31 Microsoft Corporation Multi-master database synchronization without loss of convergence
US20080005188A1 (en) * 2006-06-30 2008-01-03 Microsoft Corporation Content Synchronization in a File Sharing Environment
US20080016155A1 (en) 2006-07-11 2008-01-17 Igor Khalatian One-Click Universal Screen Sharing
US20080027981A1 (en) 2006-07-31 2008-01-31 Mark Frederick Wahl System and method for ontology-based translation between directory schemas
US20080033753A1 (en) * 2006-08-04 2008-02-07 Valer Canda Administration of differently-versioned configuration files of a medical facility
US20080086718A1 (en) * 2006-10-10 2008-04-10 Bostick James E Method and Apparatus for Identifying Authors of Changes Between Multiple Versions of a File
US20080091693A1 (en) 2006-10-16 2008-04-17 Oracle International Corporation Managing compound XML documents in a repository
US20120023075A1 (en) 2006-10-26 2012-01-26 Pulfer Charles E Document classification toolbar in a document creation application
US20080148398A1 (en) 2006-10-31 2008-06-19 Derek John Mezack System and Method for Definition and Automated Analysis of Computer Security Threat Models
US20080109714A1 (en) 2006-11-03 2008-05-08 Sap Ag Capturing screen information
US20130275446A1 (en) 2006-11-20 2013-10-17 Palantir Technologies, Inc. Creating data in a data store using a dynamic ontology
US8489623B2 (en) 2006-11-20 2013-07-16 Palantir Technologies, Inc. Creating data in a data store using a dynamic ontology
US20140129518A1 (en) 2006-11-20 2014-05-08 Palantir Technologies, Inc. Cross-ontology multi-master replication
US20090228507A1 (en) 2006-11-20 2009-09-10 Akash Jain Creating data in a data store using a dynamic ontology
US7962495B2 (en) 2006-11-20 2011-06-14 Palantir Technologies, Inc. Creating data in a data store using a dynamic ontology
CA2666364A1 (en) 2006-11-20 2008-05-29 Palantir Technologies, Inc. Creating data in a data store using a dynamic ontology
US20150142766A1 (en) 2006-11-20 2015-05-21 Palantir Technologies, Inc. Creating Data in a Data Store Using a Dynamic Ontology
WO2008064207A2 (en) 2006-11-20 2008-05-29 Palantir Technologies, Inc. Creating data in a data store using a dynamic ontology
US20080140387A1 (en) 2006-12-07 2008-06-12 Linker Sheldon O Method and system for machine understanding, knowledge, and conversation
US8117022B2 (en) 2006-12-07 2012-02-14 Linker Sheldon O Method and system for machine understanding, knowledge, and conversation
US8290838B1 (en) 2006-12-29 2012-10-16 Amazon Technologies, Inc. Indicating irregularities in online financial transactions
US20080168135A1 (en) 2007-01-05 2008-07-10 Redlich Ron M Information Infrastructure Management Tools with Extractor, Secure Storage, Content Analysis and Classification and Method Therefor
US20080177782A1 (en) 2007-01-10 2008-07-24 Pado Metaware Ab Method and system for facilitating the production of documents
US20080172607A1 (en) 2007-01-15 2008-07-17 Microsoft Corporation Selective Undo of Editing Operations Performed on Data Objects
US20120188252A1 (en) 2007-01-31 2012-07-26 Salesforce.Com Inc. Method and system for presenting a visual representation of the portion of the sets of data that a query is expected to return
US20080189240A1 (en) 2007-02-05 2008-08-07 Mullins Ward R System, method and software for creating or maintaining local or distributed mapping and transparent persistence of complex data objects and their data relationships
US8196184B2 (en) 2007-02-16 2012-06-05 Microsoft Corporation Efficient data structures for multi-dimensional security
US20080201580A1 (en) 2007-02-21 2008-08-21 Stephen Savitzky Trustworthy timestamps and certifiable clocks using logs linked by cryptographic hashes
WO2008113059A1 (en) 2007-03-14 2008-09-18 Microsoft Corporation Enterprise security assessment sharing
US20080229422A1 (en) 2007-03-14 2008-09-18 Microsoft Corporation Enterprise security assessment sharing
US20120215784A1 (en) 2007-03-20 2012-08-23 Gary King System for estimating a distribution of message content categories in source data
US20080235575A1 (en) 2007-03-21 2008-09-25 Stephen Michael Weiss System and technique for editing and classifying documents
US20080243951A1 (en) 2007-03-28 2008-10-02 Erez Webman Write ordering style asynchronous replication utilizing a loosely-accurate global clock
US8312546B2 (en) 2007-04-23 2012-11-13 Mcafee, Inc. Systems, apparatus, and methods for detecting malware
US20090031401A1 (en) 2007-04-27 2009-01-29 Bea Systems, Inc. Annotations for enterprise web application constructor
US7880921B2 (en) 2007-05-01 2011-02-01 Michael Joseph Dattilo Method and apparatus to digitally whiteout mistakes on a printed form
US20080276167A1 (en) 2007-05-03 2008-11-06 Oliver Michael Device And Method For Generating A Text Object
US8225201B2 (en) 2007-05-03 2012-07-17 Garmin Würzburg GmbH Device and method for generating a text object
US20080281580A1 (en) 2007-05-10 2008-11-13 Microsoft Corporation Dynamic parser
US20080288475A1 (en) 2007-05-17 2008-11-20 Sang-Heun Kim Method and system for automatically generating web page transcoding instructions
US8010507B2 (en) 2007-05-24 2011-08-30 Pado Metaware Ab Method and system for harmonization of variants of a sequential file
US20080313243A1 (en) 2007-05-24 2008-12-18 Pado Metaware Ab method and system for harmonization of variants of a sequential file
US20080313132A1 (en) 2007-06-15 2008-12-18 Fang Hao High accuracy bloom filter using partitioned hashing
US20080320299A1 (en) 2007-06-20 2008-12-25 Microsoft Corporation Access control policy in a weakly-coherent distributed collection
US7966199B1 (en) 2007-07-19 2011-06-21 Intuit Inc. Method and system for identification of geographic condition zones using aggregated claim data
US20090024962A1 (en) 2007-07-20 2009-01-22 David Gotz Methods for Organizing Information Accessed Through a Web Browser
US20090024946A1 (en) 2007-07-20 2009-01-22 David Gotz Techniques for Organizing Information Accessed Through a Web Browser
US20090043801A1 (en) 2007-08-06 2009-02-12 Intuit Inc. Method and apparatus for selecting a doctor based on an observed experience level
US20120004894A1 (en) 2007-09-21 2012-01-05 Edwin Brian Butler Systems, Methods and Apparatuses for Generating and using Representations of Individual or Aggregate Human Medical Data
US8191005B2 (en) 2007-09-27 2012-05-29 Rockwell Automation Technologies, Inc. Dynamically generating visualizations in industrial automation environment as a function of context and state information
US20090089651A1 (en) 2007-09-27 2009-04-02 Tilman Herberger System and method for dynamic content insertion from the internet into a multimedia work
US20090103442A1 (en) 2007-09-28 2009-04-23 Richard Douville Communicating risk information within a multi-domain network
US9501552B2 (en) 2007-10-18 2016-11-22 Palantir Technologies, Inc. Resolving database entity information
US20090106178A1 (en) 2007-10-23 2009-04-23 Sas Institute Inc. Computer-Implemented Systems And Methods For Updating Predictive Models
US20090112678A1 (en) 2007-10-26 2009-04-30 Ingram Micro Inc. System and method for knowledge management
US20090112745A1 (en) 2007-10-30 2009-04-30 Intuit Inc. Technique for reducing phishing
US20110246229A1 (en) 2007-11-12 2011-10-06 Debra Pacha System and Method for Detecting Healthcare Insurance Fraud
US20110173093A1 (en) 2007-11-14 2011-07-14 Psota James Ryan Evaluating public records of supply transactions for financial investment decisions
US20090199090A1 (en) * 2007-11-23 2009-08-06 Timothy Poston Method and system for digital file flow management
US8682696B1 (en) 2007-11-30 2014-03-25 Intuit Inc. Healthcare claims navigator
US20090150868A1 (en) 2007-12-10 2009-06-11 Al Chakra Method and System for Capturing Movie Shots at the Time of an Automated Graphical User Interface Test Failure
US8001482B2 (en) 2007-12-21 2011-08-16 International Business Machines Corporation Method of displaying tab titles
US20090164934A1 (en) 2007-12-21 2009-06-25 Sukadev Bhattiprolu Method of displaying tab titles
US20090177962A1 (en) 2008-01-04 2009-07-09 Microsoft Corporation Intelligently representing files in a view
US20090187546A1 (en) 2008-01-21 2009-07-23 International Business Machines Corporation Method, System and Computer Program Product for Duplicate Detection
US20090199106A1 (en) 2008-02-05 2009-08-06 Sony Ericsson Mobile Communications Ab Communication terminal including graphical bookmark manager
US20090216562A1 (en) 2008-02-22 2009-08-27 Faulkner Judith R Method and apparatus for accommodating diverse healthcare record centers
US20140089339A1 (en) 2008-02-25 2014-03-27 Cisco Technology, Inc. Unified communication audit tool
US7765489B1 (en) 2008-03-03 2010-07-27 Shah Shalin N Presenting notifications related to a medical study on a toolbar
US20090228701A1 (en) 2008-03-04 2009-09-10 Industrial Technology Research Institute Logging system and method based on one-way hash function
US20090248757A1 (en) 2008-04-01 2009-10-01 Microsoft Corporation Application-Managed File Versioning
US20090249178A1 (en) 2008-04-01 2009-10-01 Ambrosino Timothy J Document linking
US20090254970A1 (en) 2008-04-04 2009-10-08 Avaya Inc. Multi-tier security event correlation and mitigation
US20090271343A1 (en) 2008-04-25 2009-10-29 Anthony Vaiciulis Automated entity identification for efficient profiling in an event probability prediction system
US20090282068A1 (en) 2008-05-12 2009-11-12 Shockro John J Semantic packager
US8620641B2 (en) 2008-05-16 2013-12-31 Blackberry Limited Intelligent elision
US20090287470A1 (en) 2008-05-16 2009-11-19 Research In Motion Limited Intelligent elision
US20110161409A1 (en) 2008-06-02 2011-06-30 Azuki Systems, Inc. Media mashup system
US20090307049A1 (en) 2008-06-05 2009-12-10 Fair Isaac Corporation Soft Co-Clustering of Data
US20120084184A1 (en) 2008-06-05 2012-04-05 Raleigh Gregory G Enterprise Access Control and Accounting Allocation for Access Networks
US20090319891A1 (en) 2008-06-22 2009-12-24 Mackinlay Jock Douglas Methods and systems of automatically generating marks in a graphical view
US8301904B1 (en) 2008-06-24 2012-10-30 Mcafee, Inc. System, method, and computer program product for automatically identifying potentially unwanted data as unwanted
US20090328222A1 (en) 2008-06-25 2009-12-31 Microsoft Corporation Mapping between users and machines in an enterprise security assessment sharing system
US20100004857A1 (en) 2008-07-02 2010-01-07 Palm, Inc. User defined names for displaying monitored location
US20100011000A1 (en) 2008-07-11 2010-01-14 International Business Machines Corp. Managing the creation, detection, and maintenance of sensitive information
US20100011282A1 (en) 2008-07-11 2010-01-14 iCyte Pty Ltd. Annotation system and method
US20140040182A1 (en) 2008-08-26 2014-02-06 Zeewise, Inc. Systems and methods for collection and consolidation of heterogeneous remote business data using dynamic data handling
WO2010030913A2 (en) 2008-09-15 2010-03-18 Palantir Technologies, Inc. Modal-less interface enhancements
US8984390B2 (en) 2008-09-15 2015-03-17 Palantir Technologies, Inc. One-click sharing for screenshots and related documents
US20100070844A1 (en) 2008-09-15 2010-03-18 Andrew Aymeloglu Automatic creation and server push of drafts
WO2010030914A2 (en) 2008-09-15 2010-03-18 Palantir Technologies, Inc. One-click sharing for screenshots and related documents
US20100070842A1 (en) 2008-09-15 2010-03-18 Andrew Aymeloglu One-click sharing for screenshots and related documents
US20100077481A1 (en) 2008-09-22 2010-03-25 Microsoft Corporation Collecting and analyzing malware data
US20100076813A1 (en) 2008-09-24 2010-03-25 Bank Of America Corporation Market dynamics
US8015151B2 (en) 2008-10-13 2011-09-06 Sap Ag Method and system for managing and modifying time dependent data structures
US20100098318A1 (en) 2008-10-20 2010-04-22 Jpmorgan Chase Bank, N.A. Method and System for Duplicate Check Detection
US20100100963A1 (en) 2008-10-21 2010-04-22 Flexilis, Inc. System and method for attack and malware prevention
US8442940B1 (en) 2008-11-18 2013-05-14 Semantic Research, Inc. Systems and methods for pairing of a semantic network and a natural language processing information extraction system
US20100145909A1 (en) 2008-12-10 2010-06-10 Commvault Systems, Inc. Systems and methods for managing replicated database data
US20100169137A1 (en) 2008-12-31 2010-07-01 Ebay Inc. Methods and systems to analyze data using a graph
US20100262688A1 (en) 2009-01-21 2010-10-14 Daniar Hussain Systems, methods, and devices for detecting security vulnerabilities in ip networks
US8073857B2 (en) 2009-02-17 2011-12-06 International Business Machines Corporation Semantics-based data transformation over a wire in mashups
US20100235915A1 (en) 2009-03-12 2010-09-16 Nasir Memon Using host symptoms, host roles, and/or host reputation for detection of host infection
CN101729531A (en) 2009-03-16 2010-06-09 中兴通讯股份有限公司 Method, device and system of distributing network safety strategies
US20100238174A1 (en) 2009-03-18 2010-09-23 Andreas Peter Haub Cursor Synchronization in a Plurality of Graphs
US8239668B1 (en) 2009-04-15 2012-08-07 Trend Micro Incorporated Computer security threat data collection and aggregation with user privacy protection
US20100306285A1 (en) 2009-05-28 2010-12-02 Arcsight, Inc. Specifying a Parser Using a Properties File
US20100306722A1 (en) 2009-05-29 2010-12-02 Lehoty David A Implementing A Circuit Using An Integrated Circuit Including Parametric Analog Elements
US20100313119A1 (en) 2009-06-05 2010-12-09 Microsoft Corporation In-line dynamic text with variable formatting
US20100313239A1 (en) 2009-06-09 2010-12-09 International Business Machines Corporation Automated access control for rendered output
US20100330801A1 (en) 2009-06-26 2010-12-30 Hynix Semiconductor Inc. Method of Fabricating Landing Plug in Semiconductor Device
US20110010342A1 (en) 2009-07-08 2011-01-13 International Business Machines Corporation System, method, and apparatus for replicating a portion of a content repository using behavioral patterns
US20120191446A1 (en) 2009-07-15 2012-07-26 Proviciel - Mlstate System and method for creating a parser generator and associated computer program
US8392556B2 (en) 2009-07-16 2013-03-05 Ca, Inc. Selective reporting of upstream transaction trace data
US20110047540A1 (en) 2009-08-24 2011-02-24 Embarcadero Technologies Inc. System and Methodology for Automating Delivery, Licensing, and Availability of Software Products
US20110060910A1 (en) 2009-09-08 2011-03-10 Gormish Michael J Device enabled verifiable stroke and image based workflows
US20110074788A1 (en) 2009-09-30 2011-03-31 Mckesson Financial Holdings Limited Methods, apparatuses, and computer program products for facilitating visualization and analysis of medical data
US20110093327A1 (en) 2009-10-15 2011-04-21 Visa U.S.A. Inc. Systems and Methods to Match Identifiers
US20110099133A1 (en) 2009-10-28 2011-04-28 Industrial Technology Research Institute Systems and methods for capturing and managing collective social intelligence information
CN102054015A (en) 2009-10-28 2011-05-11 财团法人工业技术研究院 System and method of organizing community intelligent information by using organic matter data model
US20110107196A1 (en) 2009-10-30 2011-05-05 Synopsys, Inc. Technique for dynamically sizing columns in a table
US8312367B2 (en) 2009-10-30 2012-11-13 Synopsys, Inc. Technique for dynamically sizing columns in a table
WO2011071833A1 (en) 2009-12-07 2011-06-16 Accenture Global Services Gmbh Method and system for accelerated data quality enhancement
US20130346444A1 (en) 2009-12-08 2013-12-26 Netapp, Inc. Metadata subsystem for a distributed object store in a network storage system
US20110145187A1 (en) 2009-12-16 2011-06-16 Sap Ag Conflict framework for guided structure synchronization
US20120059853A1 (en) 2010-01-18 2012-03-08 Salesforce.Com, Inc. System and method of learning-based matching
US8380659B2 (en) 2010-02-09 2013-02-19 Google Inc. Method and system for efficiently replicating data in non-relational databases
US20110208565A1 (en) 2010-02-23 2011-08-25 Michael Ross complex process management
US20110219450A1 (en) 2010-03-08 2011-09-08 Raytheon Company System And Method For Malware Detection
US20110225482A1 (en) 2010-03-15 2011-09-15 Wizpatent Pte Ltd Managing and generating citations in scholarly work
US20120084117A1 (en) 2010-04-12 2012-04-05 First Data Corporation Transaction location analytics systems and methods
US20130067017A1 (en) 2010-04-15 2013-03-14 Mxi Technologies, Ltd. Mehtod and system for deployed operations support
US20110258216A1 (en) 2010-04-20 2011-10-20 International Business Machines Corporation Usability enhancements for bookmarks of browsers
WO2011161565A1 (en) 2010-06-23 2011-12-29 Koninklijke Philips Electronics N.V. Interoperability between a plurality of data protection systems
US20120005159A1 (en) 2010-07-02 2012-01-05 Weihan Wang System and method for cloud file management
US20120284670A1 (en) 2010-07-08 2012-11-08 Alexey Kashik Analysis of complex data objects and multiple parameter systems
WO2012009397A2 (en) 2010-07-15 2012-01-19 Palantir Technologies, Inc. Sharing and deconflicting data changes in a multimaster database system
US20120016849A1 (en) 2010-07-15 2012-01-19 John Kenneth Garrod Sharing and Deconflicting Data Changes In A Multimaster Database System
US8515912B2 (en) 2010-07-15 2013-08-20 Palantir Technologies, Inc. Sharing and deconflicting data changes in a multimaster database system
CA2806954A1 (en) 2010-07-15 2012-01-19 Palantir Technologies, Inc. Sharing and deconflicting data changes in a multimaster database system
AU2011279270A1 (en) 2010-07-15 2013-01-24 Palantir Technologies, Inc. Sharing and deconflicting data changes in a multimaster database system
US20120022945A1 (en) 2010-07-22 2012-01-26 Visa International Service Association Systems and Methods to Identify Payment Accounts Having Business Spending Activities
US20120036106A1 (en) 2010-08-09 2012-02-09 Symantec Corporation Data Replication Techniques Using Incremental Checkpoints
US20120065987A1 (en) 2010-09-09 2012-03-15 Siemens Medical Solutions Usa, Inc. Computer-Based Patient Management for Healthcare
US20120110674A1 (en) 2010-09-22 2012-05-03 Rohyt Belani Methods and systems for rating privacy risk of applications for smart phones and other mobile platforms
US20120110633A1 (en) 2010-10-29 2012-05-03 Electronics And Telecommunications Research Institute Apparatus for sharing security information among network domains and method thereof
US20130251233A1 (en) 2010-11-26 2013-09-26 Guoliang Yang Method for creating a report from radiological images using electronic report templates
US20120136839A1 (en) 2010-11-30 2012-05-31 Peter Eberlein User-Driven Conflict Resolution Of Concurrent Updates In Snapshot Isolation
US20130276799A1 (en) 2010-12-22 2013-10-24 Exonoid Medical Devices Ltd. Method and system for drug delivery
US20120197657A1 (en) 2011-01-31 2012-08-02 Ez Derm, Llc Systems and methods to facilitate medical services
US20120197660A1 (en) 2011-01-31 2012-08-02 Ez Derm, Llc Systems and methods to faciliate medical services
US20120210294A1 (en) 2011-02-10 2012-08-16 Software Ag Systems and/or methods for identifying and resolving complex model merge conflicts based on atomic merge conflicts
US20120221553A1 (en) 2011-02-24 2012-08-30 Lexisnexis, A Division Of Reed Elsevier Inc. Methods for electronic document searching and graphically representing electronic document searches
US20120226590A1 (en) 2011-03-01 2012-09-06 Early Warning Services, Llc System and method for suspect entity detection and mitigation
WO2012119008A2 (en) 2011-03-01 2012-09-07 Early Warning Services, Llc System and method for suspect entity detection and mitigation
US8688749B1 (en) 2011-03-31 2014-04-01 Palantir Technologies, Inc. Cross-ontology multi-master replication
US20120254129A1 (en) 2011-04-02 2012-10-04 Recursion Software, Inc. System and method for managing sensitive data using intelligent mobile agents on a network
US20120266245A1 (en) 2011-04-15 2012-10-18 Raytheon Company Multi-Nodal Malware Analysis
US20120304244A1 (en) 2011-05-24 2012-11-29 Palo Alto Networks, Inc. Malware analysis system
US8689182B2 (en) 2011-05-24 2014-04-01 Microsoft Corporation Memory model for a layout engine and scripting engine
US20120304150A1 (en) 2011-05-24 2012-11-29 Microsoft Corporation Binding between a layout engine and a scripting engine
US20120323829A1 (en) 2011-06-17 2012-12-20 Microsoft Corporation Graph-based classification based on file relationships
US20130006668A1 (en) 2011-06-30 2013-01-03 Verizon Patent And Licensing Inc. Predictive modeling processes for healthcare fraud detection
US20130006655A1 (en) 2011-06-30 2013-01-03 Verizon Patent And Licensing Inc. Near real-time healthcare fraud detection
US20130016106A1 (en) 2011-07-15 2013-01-17 Green Charge Networks Llc Cluster mapping to highlight areas of electrical congestion
US8726379B1 (en) 2011-07-15 2014-05-13 Norse Corporation Systems and methods for dynamic protection from electronic attacks
US20140366132A1 (en) 2011-07-15 2014-12-11 Norse Corporation Systems and Methods for Dynamic Protection from Electronic Attacks
US20130173540A1 (en) 2011-08-03 2013-07-04 Amazon Technologies, Inc. Gathering transaction data associated with locally stored data files
US9058315B2 (en) 2011-08-25 2015-06-16 Palantir Technologies, Inc. System and method for parameterizing documents for automatic workflow generation
US8732574B2 (en) 2011-08-25 2014-05-20 Palantir Technologies, Inc. System and method for parameterizing documents for automatic workflow generation
US20150254220A1 (en) 2011-08-25 2015-09-10 Palantir Technologies, Inc. System and method for parameterizing documents for automatic workflow generation
US8807948B2 (en) 2011-09-29 2014-08-19 Cadence Design Systems, Inc. System and method for automated real-time design checking
US20130086482A1 (en) 2011-09-30 2013-04-04 Cbs Interactive, Inc. Displaying plurality of content items in window
US8560494B1 (en) 2011-09-30 2013-10-15 Palantir Technologies, Inc. Visual data importer
US20130091084A1 (en) 2011-10-11 2013-04-11 Lockheed Martin Corporation Data quality issue detection through ontological inferencing
US20130097482A1 (en) 2011-10-13 2013-04-18 Microsoft Corporation Search result entry truncation using pixel-based approximation
US20130124567A1 (en) 2011-11-14 2013-05-16 Helen Balinsky Automatic prioritization of policies
US20130124193A1 (en) 2011-11-15 2013-05-16 Business Objects Software Limited System and Method Implementing a Text Analysis Service
US20130139268A1 (en) 2011-11-28 2013-05-30 Electronics And Telecommunications Research Institute Agent apparatus and method for sharing anonymous identifier-based security information among security management domains
US20130151453A1 (en) 2011-12-07 2013-06-13 Inkiru, Inc. Real-time predictive intelligence platform
US20130151305A1 (en) 2011-12-09 2013-06-13 Sap Ag Method and Apparatus for Business Drivers and Outcomes to Enable Scenario Planning and Simulation
US20130166480A1 (en) 2011-12-21 2013-06-27 Telenav, Inc. Navigation system with point of interest classification mechanism and method of operation thereof
US8527461B2 (en) 2012-01-23 2013-09-03 Palantir Technologies, Inc. Cross-ACL multi-master replication
US9189492B2 (en) 2012-01-23 2015-11-17 Palatir Technoogies, Inc. Cross-ACL multi-master replication
US20160019252A1 (en) 2012-01-23 2016-01-21 Palantir Technologies, Inc. Cross-acl multi-master replication
US20130191336A1 (en) 2012-01-23 2013-07-25 Richard Allen Ducott, III Cross-acl multi-master replication
US8782004B2 (en) 2012-01-23 2014-07-15 Palantir Technologies, Inc. Cross-ACL multi-master replication
US20130191338A1 (en) 2012-01-23 2013-07-25 Palantir Technologies, Inc. Cross-acl multi-master replication
US20130262528A1 (en) 2012-03-29 2013-10-03 Touchstone Media Group, Llc Mobile Sales Tracking System
US20130263019A1 (en) 2012-03-30 2013-10-03 Maria G. Castellanos Analyzing social media
US20130262527A1 (en) 2012-04-02 2013-10-03 Nicolas M. Hunter Smart progress indicator
US20130288719A1 (en) 2012-04-27 2013-10-31 Oracle International Corporation Augmented reality for maintenance management, asset management, or real estate management
US20140040714A1 (en) 2012-04-30 2014-02-06 Louis J. Siegel Information Management System and Method
US20140059683A1 (en) 2012-08-22 2014-02-27 International Business Machines Corporation Cooperative intrusion detection ecosystem for IP reputation-based security
US20140081652A1 (en) 2012-09-14 2014-03-20 Risk Management Solutions Llc Automated Healthcare Risk Management System Utilizing Real-time Predictive Models, Risk Adjusted Provider Cost Index, Edit Analytics, Strategy Management, Managed Learning Environment, Contact Management, Forensic GUI, Case Management And Reporting System For Preventing And Detecting Healthcare Fraud, Abuse, Waste And Errors
US8688573B1 (en) 2012-10-16 2014-04-01 Intuit Inc. Method and system for identifying a merchant payee associated with a cash transaction
US20150261847A1 (en) 2012-10-22 2015-09-17 Palantir Technologies, Inc. Sharing information between nexuses that use different classification schemes for information access control
US20140114972A1 (en) 2012-10-22 2014-04-24 Palantir Technologies, Inc. Sharing information between nexuses that use different classification schemes for information access control
US20140123279A1 (en) 2012-10-29 2014-05-01 Michael G. Bishop Dynamic quarantining for malware detection
AU2013251186A1 (en) 2012-11-05 2014-05-22 Palantir Technologies, Inc. System and Method for Sharing Investigation Result Data
US20170068716A1 (en) 2012-11-05 2017-03-09 Palantir Technologies, Inc. System and method for sharing investigation results
US20140129936A1 (en) 2012-11-05 2014-05-08 Palantir Technologies, Inc. System and method for sharing investigation results
US8930874B2 (en) 2012-11-09 2015-01-06 Analog Devices, Inc. Filter design tool
US20140143009A1 (en) 2012-11-16 2014-05-22 International Business Machines Corporation Risk reward estimation for company-country pairs
US20140149130A1 (en) 2012-11-29 2014-05-29 Verizon Patent And Licensing Inc. Healthcare fraud detection based on statistics, learning, and parameters
US20150073954A1 (en) 2012-12-06 2015-03-12 Jpmorgan Chase Bank, N.A. System and Method for Data Analytics
US20140208281A1 (en) 2013-01-20 2014-07-24 International Business Machines Corporation Real-time display of electronic device design changes between schematic and/or physical representation and simplified physical representation of design
US20140222793A1 (en) 2013-02-07 2014-08-07 Parlance Corporation System and Method for Automatically Importing, Refreshing, Maintaining, and Merging Contact Sets
US20140244284A1 (en) 2013-02-25 2014-08-28 Complete Consent, Llc Communication of medical claims
EP2778914A1 (en) 2013-03-15 2014-09-17 Palantir Technologies, Inc. Method and system for generating a parser and parsing complex data
US8930897B2 (en) 2013-03-15 2015-01-06 Palantir Technologies Inc. Data integration tool
US20150106379A1 (en) 2013-03-15 2015-04-16 Palantir Technologies Inc. Computer-implemented systems and methods for comparing and associating objects
DE102014204840A1 (en) 2013-03-15 2014-09-18 Palantir Technologies, Inc. Improved data integration tool
GB2513007A (en) 2013-03-15 2014-10-15 Palantir Technologies Inc Transformation of data items from data sources using a transformation script
US20150046481A1 (en) 2013-03-15 2015-02-12 Palantir Technologies Inc. Method and system for generating a parser and parsing complex data
EP2778986A1 (en) 2013-03-15 2014-09-17 Palantir Technologies, Inc. Systems and methods for providing a tagging interface for external content
US8903717B2 (en) 2013-03-15 2014-12-02 Palantir Technologies Inc. Method and system for generating a parser and parsing complex data
EP2778913A1 (en) 2013-03-15 2014-09-17 Palantir Technologies, Inc. Method and system for generating a parser and parsing complex data
US20150100559A1 (en) 2013-03-15 2015-04-09 Palantir Technologies Inc. Data integration tool
US9286373B2 (en) 2013-03-15 2016-03-15 Palantir Technologies Inc. Computer-implemented systems and methods for comparing and associating objects
CN103281301A (en) 2013-04-28 2013-09-04 上海海事大学 System and method for judging cloud safety malicious program
US20140358829A1 (en) 2013-06-01 2014-12-04 Adam M. Hurwitz System and method for sharing record linkage information
US8886601B1 (en) 2013-06-20 2014-11-11 Palantir Technologies, Inc. System and method for incrementally replicating investigative analysis data
US20150074050A1 (en) 2013-06-20 2015-03-12 Palantir Technologies, Inc. System and method for incremental replication
US20150026622A1 (en) 2013-07-19 2015-01-22 General Electric Company Systems and methods for dynamically controlling content displayed on a condition monitoring system
US8838538B1 (en) 2013-07-31 2014-09-16 Palantir Technologies, Inc. Techniques for replicating changes to access control lists on investigative analysis data
GB2518745A (en) 2013-08-08 2015-04-01 Palantir Technologies Inc Template system for custom document generation
DE102014215621A1 (en) 2013-08-08 2015-02-12 Palantir Technologies, Inc. Template system for generating customized documents
NL2013306A (en) 2013-08-08 2015-02-10 Palantir Technologies Template system for custom document generation.
US20150089353A1 (en) 2013-09-24 2015-03-26 Chad Folkening Platform for building virtual entities using equity systems
US8938686B1 (en) 2013-10-03 2015-01-20 Palantir Technologies Inc. Systems and methods for analyzing performance of an entity
US20150100907A1 (en) 2013-10-03 2015-04-09 Palantir Technologies Inc. Systems and methods for analyzing performance of an entity
US9569070B1 (en) 2013-11-11 2017-02-14 Palantir Technologies, Inc. Assisting in deconflicting concurrency conflicts
US9165100B2 (en) 2013-12-05 2015-10-20 Honeywell International Inc. Methods and apparatus to map schematic elements into a database
US20150186483A1 (en) 2013-12-27 2015-07-02 General Electric Company Systems and methods for dynamically grouping data analysis content
US20150212663A1 (en) 2014-01-30 2015-07-30 Splunk Inc. Panel templates for visualization of data within an interactive dashboard
EP2911078A2 (en) 2014-02-20 2015-08-26 Palantir Technologies, Inc. Security sharing system
US20150235334A1 (en) 2014-02-20 2015-08-20 Palantir Technologies Inc. Healthcare fraud sharing system
US9009827B1 (en) 2014-02-20 2015-04-14 Palantir Technologies Inc. Security sharing system
US9021260B1 (en) 2014-07-03 2015-04-28 Palantir Technologies Inc. Malware data item analysis
US20160062555A1 (en) 2014-09-03 2016-03-03 Palantir Technologies Inc. System for providing dynamic linked panels in user interface
EP2993595A1 (en) 2014-09-03 2016-03-09 Palantir Technologies, Inc. Dynamic user interface
EP3002691A1 (en) 2014-10-03 2016-04-06 Palantir Technologies, Inc. Time-series analysis system
US20160098176A1 (en) 2014-10-03 2016-04-07 Palantir Technologies Inc. Time-series analysis system
EP3009943A1 (en) 2014-10-16 2016-04-20 Palantir Technologies, Inc. Schematic and database linking system
US20160110369A1 (en) 2014-10-16 2016-04-21 Palantir Technologies Inc. Schematic and database linking system
US20160162519A1 (en) 2014-12-08 2016-06-09 Palantir Technologies Inc. Distributed acoustic sensing data analysis system
EP3032441A2 (en) 2014-12-08 2016-06-15 Palantir Technologies, Inc. Distributed acoustic sensing data analysis system

Non-Patent Citations (174)

* Cited by examiner, † Cited by third party
Title
"A Tour of Pinboard," <http://pinboard.in/tour> as printed May 15, 2014 in 6 page.
"GrabUp—What a Timesaver!" <http://atlchris.com/191/grabup/>, Aug. 11, 2008, pp. 3.
"Remove a Published Document or Blog Post," Sharing and Collaborating on Blog Post.
Abbey, Kristen, "Review of Google Docs," May 1, 2007, pp. 2.
Altmanninger et al., "A Categorization for Conflicts in Model Versioning," Elektrotechnik & Informationstechnik (2011), 128/11-12: 421-426.
Anonymous, "BackTult _ JD Edwards One World Version Control System," printed Jul. 23, 2007 in 1 page.
Anonymous, "Record Linkage—Wikipedia", dated Apr. 26, 2011, https://en.wikipedia.org/w/index.php?title=Record_linkage&oldid=426069016, 5 pages.
Baker et al., "The Development of a Common Enumeration of Vulnerabilities and Exposures," Presented at the Second International Workshop on Recent Advances in Intrusion Detection, Sep. 7-9, 1999, pp. 35.
Bluttman et al., "Excel Formulas and Functions for Dummies," 2005, Wiley Publishing, Inc., pp. 280, 284-286.
Chaudhuri et al., "An Overview of Business Intelligence Technology," Communications of the ACM, Aug. 2011, vol. 54, No. 8.
Claims for Australian Patent Application No. 2012238282 dated Jan. 2014, 5 pages.
Claims for Australian Patent Application No. 2012238282 dated Jun. 2014, 4 pages.
Claims for Canadian Patent Application No. 2666364 dated Oct. 2013, 7 pages.
Claims for European Patent Application No. 13152370.6 dated Jun. 2013, 5 pages.
Claims for International Patent Application No. PCT/US2011/043794 dated Feb. 2012, 6 pages.
Claims for International Patent Application No. PCT/US2011/043794 dated Jan. 2013, 6 pages.
Claims from EP Application No. 13152370.6, dated Jun. 2013, 5 pages.
Conner, Nancy, "Google Apps: The Missing Manual," May 1, 2008, pp. 15.
Crosby et al., "Efficient Data Structures for Tamper-Evident Logging," Department of Computer Science, Rice University, 2009, pp. 17.
Current Claims in application No. PCT/US2011/043794 dated Jan. 2013, 6 pages.
Current Claims of PCT Application No. PCT/US11/43794 dated Feb. 2012 (6 pages).
D. Scott Parker, Jr. et al., "Detection of Mutual Inconsistency in Distributed Systems" IEEE Transactions in Software Engineering, XP 000654801, May 1993, 8 pages.
Delicious, <http://delicious.com/> as printed May 15, 2014 in 1 page.
Dell Latitude D600 2003, Dell Inc., http://www.dell.com/downloads/global/products/latit/en/spec_latit_d600_en.pdf.
Dou et al., "Ontology Translaation on the Semantic Web 2005," Springer-Verlag, Journal on Data Semantics II Lecture Notes in Computer Science, vol. 3350, pp. 35-37.
European Claims application No. 11807426.9-1951, dated Nov. 2016, 7 pages.
European Claims in application No. 11 807 426.9-1217, dated May 2018, 7 pages.
European Claims in application No. EP-13 152 370.6, dated Jun. 2013, 5 pages.
European Patent Office, "Search Report" in application No. 11 807 426.9-1217, dated May 16, 2018, 7 pages.
European Patent Office, "Search Report" in application No. 11807426.9-1951, dated Nov. 15, 2016, 8 pages.
European Patent Office, Search Opinion, Application No. EP-13 152 370.6, dated Jun. 3, 2013, 8 pages.
European Search Report, EP Application No. 13152370.6-1951, dated Jun. 3, 2013, 8 pages.
Ferreira et al., "A Scheme for Analyzing Electronic Payment Systems," Basil 1997.
Fidge, Colin J., "Timestamps in Message-Passing Systems," K. Raymond (Ed.) Proc. of the 11th Australian Computer Science Conference (ACSC 1988), pp. 56-66.
FireEye, <http://www.fireeye.com/> Printed Jun. 30, 2014 in 2 pages.
FireEye—Products and Solutions Overview, <http://www.fireeye.com/products-and-solutions> Printed Jun. 30, 2014 in 3 pages.
Galliford, Miles, "SnagIt Versus Free Screen Capture Software: Critical Tools for Website Owners," <http://www.subhub.com/articles/free-screen-capture-software>, Mar. 27, 2008, pp. 11.
Geiger, Jonathan G., "Data Quality Management, the Most Critical Initiative You Can Implement", Data Warehousing, Management and Quality, Paper 098-29, SUGI 29, Intelligent Solutions, Inc., Bounder, CO, pp. 14, accessed Oct. 3, 2013.
Glaab et al., "EnrichNet: Network-Based Gene Set Enrichment Analysis," Bioinformatics 28.18 (2012): pp. i451-i457.
Gu et al., "Record Linkage: Current Practice and Future Directions," Jan. 15, 2004, pp. 32.
Holliday, JoAnne, "Replicated Database Recovery using Multicast Communication," IEEE 2002, pp. 11.
Hua et al., "A Multi-attribute Data Structure with Parallel Bloom Filters for Network Services", HiPC 2006, LNCS 4297, pp. 277-288, 2006.
Hur et al., "SciMiner: web-based literature mining tool for target identification and functional enrichment analysis," Bioinformatics 25.6 (2009): pp. 838-840.
International Search Report & Written Opinion for Patent Application No. PCT/US2011/043794 dated Feb. 24, 2012.
IP Australia, AU Patent Examination Report, Application No. 2012/238282, dated Jun. 6, 2014.
IP Australia, AU Patent Examination Report, Application No. 2012/2838282, dated Jan. 30, 2014.
JetScreenshot.com, "Share Screenshots via Internet in Seconds," <http://web.archive.org/web/20130807164204/http://www.jetscreenshot.com/>, Aug. 7, 2013, pp. 1.
Johnson, Maggie, "Introduction to YACC and Bison".
Kahan et al., "Annotea: an Open RDF Infrastructure for Shared Web Annotations", Computer Networks, Elsevier Science Publishers B.V., vol. 39, No. 5, dated Aug. 5, 2002.
Klemmer et al., "Where Do Web Sites Come From? Capturing and Interacting with Design History," Association for Computing Machinery, CHI 2002, Apr. 20-25, 2002, Minneapolis, MN, pp. 8.
Kokossi et al., "D7-Dynamic Ontoloty Management System (Design)," Information Societies Technology Programme, Jan. 10, 2002, pp. 1-27.
Kwout, <http://web.archive.org/web/20080905132448/http://www.kwout.com/> Sep. 5, 2008, pp. 2.
Lamport, "Time, Clocks and the Ordering of Events in a Distributed System," Communications of the ACM, Jul. 1978, vol. 21, No. 7, pp. 558-565.
Lee et al., "A Data Mining and CIDF Based Approach for Detecting Novel and Distributed Intrusions," Lecture Notes in Computer Science, vol. 1907 Nov. 11, 2000, pp. 49-65.
Loeliger, Jon, "Version Control with Git," O'Reilly, May 2009, pp. 330.
Ma et al., "A New Approach to Secure Logging," ACM Transactions on Storage, vol. 5, No. 1, Article 2, Published Mar. 2009, 21 pages.
Mattern, F. "Virtual Time and Global States of Distributed Systems," Cosnard, M., Proc. Workshop on Parallel and Distributed Algorithms, Chateau de Bonas, France:Elsevier, 1989, pp. 215-226.
Microsoft Windows, "Microsoft Windows Version 2002 Print Out 2," 2002, pp. 1-6.
Microsoft, "Registering an Application to a URI Scheme," <http://msdn.microsoft.com/en-us/library/aa767914.aspx>, printed Apr. 4, 2009 in 4 pages.
Microsoft, "Using the Clipboard," <http://msdn.microsoft.com/en-us/library/ms649016.aspx>, printed Jun. 8, 2009 in 20 pages.
Miklau et al., "Securing History: Privacy and Accountability in Database Systems," 3 rd Biennial Conference on Innovative Data Systems Research (CIDR), Jan. 7-10, 2007, Asilomar, California, pp. 387-396.
Morrison et al., "Converting Users to Testers: An Alternative Approach to Load Test Script Creation, Parameterization and Data Corellation," CCSC: Southeastern Conference, JCSC 28, 2, Dec. 2012, pp. 188-196.
Niepert et al., "A Dynamic Ontology for a Dynamic Reference Work", Joint Conference on Digital Libraries, Jun. 17_22, 2007, Vancouver, British Columbia, Canada, pp. 1-10.
Nitro, "Trick: How to Capture a Screenshot As PDF, Annotate, Then Share It," <http://blog.nitropdf.com/2008/03/04/trick-how-to-capture-a-screenshot-as-pdf-annotate-it-then-share/>, Mar. 4, 2008, pp. 2.
Nivas, Tuli, "Test Harness and Script Design Principles for Automated Testing of non-GUI or Web Based Applications," Performance Lab, Jun. 2011, pp. 30-37.
Notice of Acceptance for Australian Patent Application No. 2013251186 dated Nov. 6, 2015.
Notification of Transmittal of the International Search Report and the Written Opinion of the International Searching Authority, or the Declaration received in Application No. PCT/US11/43794 dated Feb. 24, 2012 (9 pages).
Official Communication for Australian Patent Application No. 2012238282 dated Jan. 30, 2014.
Official Communication for Australian Patent Application No. 2012238282 dated Jun. 6, 2014.
Official Communication for Australian Patent Application No. 2013251186 dated Mar. 12, 2015.
Official Communication for Australian Patent Application No. 2014201506 dated Feb. 27, 2015.
Official Communication for Australian Patent Application No. 2014201507 dated Feb. 27, 2015.
Official Communication for Canadian Patent Application No. 2,826,905 dated Oct. 17, 2016.
Official Communication for Canadian Patent Application No. 2666364 dated Jun. 4, 2012.
Official Communication for Canadian Patent Application No. 2666364 dated Oct. 3, 2013.
Official Communication for Canadian Patent Application No. 2806954 dated Jan. 15, 2016.
Official Communication for Canadian Patent Application No. 2831660 dated Jun. 9, 2015.
Official Communication for European Patent Application No. 12181585.6 dated Sep. 4, 2015.
Official Communication for European Patent Application No. 13152370.6 dated Jun. 3, 2013.
Official Communication for European Patent Application No. 14158958.0 dated Apr. 16, 2015.
Official Communication for European Patent Application No. 14158977.0 dated Apr. 16, 2015.
Official Communication for European Patent Application No. 14158977.0 dated Jun. 10, 2014.
Official Communication for European Patent Application No. 14159175.0 dated Feb. 4, 2016.
Official Communication for European Patent Application No. 14159629.6 dated Jul. 31, 2014.
Official Communication for European Patent Application No. 14189344.6 dated Feb. 29, 2016.
Official Communication for European Patent Application No. 15155845.9 dated Oct. 6, 2015.
Official Communication for European Patent Application No. 15156004.2 dated Aug. 24, 2015.
Official Communication for European Patent Application No. 15188106.7 dated Feb. 3, 2016.
Official Communication for European Patent Application No. 15190307.7 dated Feb. 19, 2016.
Official Communication for Great Britain Patent Application No. 1404479.6 dated Aug. 12, 2014.
Official Communication for Great Britain Patent Application No. 1404486.1 dated Aug. 27, 2014.
Official Communication for Great Britain Patent Application No. 1404489.5 dated Aug. 27, 2014.
Official Communication for Great Britain Patent Application No. 1404499.4 dated Aug. 20, 2014.
Official Communication for Great Britain Patent Application No. 1413935.6 dated Jan. 27, 2015.
Official Communication for Israel Patent Application No. 198253 dated Nov. 24, 2014.
Official Communication for Netherlands Patent Application No. 2011729 dated Aug. 13, 2015.
Official Communication for Netherlands Patent Application No. 2012438 dated Sep. 21, 2015.
Official Communication for Netherlands Patent Application No. 2013306 dated Apr. 24, 2015.
Official Communication for New Zealand Patent Application No. 622389 dated Mar. 20, 2014.
Official Communication for New Zealand Patent Application No. 622404 dated Mar. 20, 2014.
Official Communication for New Zealand Patent Application No. 622414 dated Mar. 24, 2014.
Official Communication for New Zealand Patent Application No. 622473 dated Jun. 19, 2014.
Official Communication for New Zealand Patent Application No. 622473 dated Mar. 27, 2014.
Official Communication for New Zealand Patent Application No. 622484 dated Apr. 2, 2014.
Official Communication for New Zealand Patent Application No. 622497 dated Jun. 19, 2014.
Official Communication for New Zealand Patent Application No. 622497 dated Mar. 26, 2014.
Official Communication for New Zealand Patent Application No. 622513 dated Apr. 3, 2014.
Official Communication for New Zealand Patent Application No. 628161 dated Aug. 25, 2014.
Online Tech Tips, "Clip2Net—Share files, folders and screenshots easily," <http://www.online-tech-tips.com/free-software-downloads/share-files-folders-screenshots/>, Apr. 2, 2008, pp. 5.
O'Reilly.com, http://oreilly.com/digitalmedia/2006/01/01/mac-os-x-screenshot-secrets.html published Jan. 1, 2006 in 10 pages.
O'Sullivan B, et al., "Making Sense of Revision-Control Systems", Communications of the ACM, vol. 52, No. 9, dated Sep. 2009, pp. 57-62.
O'Sullivan, Bryan, "Making Sense of Revision Control Systems," Communications of the ACM, Sep. 2009, vol. 52, No. 9, pp. 57-62.
OWL Web Ontology Language Reference Feb 04, W3C, http://www.w3.org/TR/owl-ref/.
Palantir, "Extracting and Transforming Data with Kite," Palantir Technologies, Inc., Copyright 2010, pp. 38.
Palantir, "Kite Data-Integration Process Overview," Palantir Technologies, Inc., Copyright 2010, pp. 48.
Palantir, "Kite Operations," Palantir Technologies, Inc., Copyright 2010, p. 1.
Palantir, "Kite," https://docs.palantir.com/gotham/3.11.1.0/adminreference/datasources.11 printed Aug. 30, 2013 in 2 pages.
Palantir, "The Repository Element," https://docs.palantir.com/gotham/3.11.1.0/dataguide/kite_config_file.04 printed Aug. 30, 2013 in 2 pages.
Palantir, "Write a Kite Configuration File in Eclipse," Palantir Technologies, Inc., Copyright 2010, pp. 2.
Palantir, https://docs.palantir.com/gotham/3.11.1.0/dataguide/baggage/KiteSchema.xsd printed Apr. 4, 2014 in 4 pages.
Palermo, Christopher J., "Memorandum," [Disclosure relating U.S. Appl. No. 13/916,447, filed Jun. 12, 2013, and related applications], Jan. 31, 2014 in 3 pages.
Parker et al., "Detection of Mutual Inconsistency in Distributed System", IEEE, vol. SE-9, No. 3, dated May 1, 1983, 8 pages.
Parker Jr. et al., "Detection of Mutual Inconsistency in Distributed Systems", IEEE vol. SE-9, No. 3, dated May 1983, 8 pages.
Parker, Jr. et al., "Detection of Mutual Inconsistency in Distributed Systems," IEEE Transactions in Software Engineering, May 1983, vol. SE-9, No. 3, pp. 241-247.
Ratner, David, "Selective Replication: Fine-Grain Control of Replicated Files", dated 1995, 97 pages.
Reiher, Peter et al., "Resolving File Conflicts in the Ficus File System", USENIX, The Advanced Computing Systems Association, dated Aug. 17, 1995, pp. 1-13.
Ries et al., "Locking Granularity Revisited", ACM Transactions on Database Systems, ACM, New York, NY, US vol. 4, No. 2, dated Jun. 1, 1979, 18 pages.
Saito et al., "Optimistic Replication" Technical Report, dated Sep. 2003, 52, pages.
Schneier et al., "Automatic Event Stream Notarization Using Digital Signatures," Security Protocols, International Workshop Apr. 1996 Proceedings, Springer-Verlag, 1997, pp. 155-169, https://schneier.com/paper-event-stream.pdf.
Schneier et al., "Cryptographic Support for Secure Logs on Untrusted Machines," The Seventh USENIX Security Symposium Proceedings, USENIX Press, Jan. 1998, pp. 53-62, https://www.schneier.com/paper-secure-logs.pdf.
Schroder, Stan, "15 Ways To Create Website Screenshots," <http://mashable.com/2007/08/24/web-screenshots/>, Aug. 24, 2007, pp. 2.
SnagIt, "SnagIt 8.1.0 Print Out 2," Software release date Jun. 15, 2006, pp. 1-3.
SnagIt, "SnagIt 8.1.0 Print Out," Software release date Jun. 15, 2006, pp. 6.
SnagIt, "SnagIt Online Help Guide," <http://download.techsmith.com/snagit/docs/onlinehelp/enu/snagit_help.pdf>, TechSmith Corp., Version 8.1, printed Feb. 7, 2007, pp. 284.
STOTT PARKER D., ET AL.: "DETECTION OF MUTUAL INCONSISTENCY IN DISTRIBUTED SYSTEMS.", IEEE TRANSACTIONS ON SOFTWARE ENGINEERING., IEEE SERVICE CENTER, LOS ALAMITOS, CA., US, vol. SE-09., no. 03., 1 May 1983 (1983-05-01), US, pages 240 - 247., XP000654801, ISSN: 0098-5589
Symantec Corporation, "E-Security Begins with Sound Security Policies," Announcement Policies, Jun. 14, 2001.
The International Bureau of WIPO Switzerland, "Written Opinion and Search Report", in application No. PCT/US2011/043794 dated Jan. 24, 2013, 5 pages.
U.S. Appl. No. 12/836,801, filed Jul. 15, 2010, Notice of Allowance, dated Apr. 16, 2013.
U.S. Appl. No. 13/076,804, field Mar. 31, 2011, Advisory Action, dated Jun. 20, 2013.
U.S. Appl. No. 13/076,804, filed Mar. 31, 2011, Final Office Action, dated Apr. 12, 2013.
U.S. Appl. No. 13/076,804, filed Mar. 31, 2011, Final Office Action.
U.S. Appl. No. 13/076,804, filed Mar. 31, 2011, Notice of Allowance, dated Aug. 26, 2013.
U.S. Appl. No. 13/355,726, filed Jan. 23, 2012, Notice of Allowance, dated Apr. 28, 2014.
U.S. Appl. No. 13/355,726, filed Jan. 23, 2012, Office Action, dated Mar. 25, 2014.
U.S. Appl. No. 13/657,684, filed Oct. 22, 2012, Notice of Allowance, dated Mar. 2, 2015.
U.S. Appl. No. 13/657,684, filed Oct. 22, 2012, Office Action, dated Aug. 25, 2014.
U.S. Appl. No. 13/657,684, filed Oct. 22, 2012, Office Action, dated Aug. 28, 2014.
U.S. Appl. No. 13/686,750, filed Nov. 27, 2012, Notice of Allowance.
U.S. Appl. No. 13/686,750, filed Nov. 27, 2012, Office Action, dated Mar. 13, 2013.
U.S. Appl. No. 14/076,385, filed Nov. 11, 2013, Final Office Action, dated Jan. 22, 2015.
U.S. Appl. No. 14/076,385, filed Nov. 11, 2013, Final Office Action, dated Jan. 25, 2016.
U.S. Appl. No. 14/076,385, filed Nov. 11, 2013, Office Action, dated Jun. 2, 2015.
U.S. Appl. No. 14/156,208, filed Jan. 15, 2014, Interview Summary, dated Sep. 17, 215.
U.S. Appl. No. 14/156,208, filed Jan. 15, 2014, Notice of Allowance, dated Feb. 12, 2016.
U.S. Appl. No. 14/156,208, filed Jan. 15, 2014, Office Action, dated Mar. 9, 2015.
U.S. Appl. No. 14/156,208, filed Jan. 15, 2015, Final Office Action, dated Aug. 11, 2015.
U.S. Appl. No. 14/156,208, filed Jan. 15, 2015, Office Action, dated Mar. 9, 2015.
U.S. Appl. No. 14/286,485, filed May 23, 2014, First Office Action Interview, dated Apr. 30, 2015.
U.S. Appl. No. 14/286,485, filed May 23, 2014, Notice of Allowance, dated Jul. 29, 2015.
U.S. Appl. No. 14/286,485, filed May 23, 2014, Pre-Interview Office Action, dated Mar. 12, 2015.
U.S. Appl. No. 14/334,232, filed Jul. 17, 2014, Notice of Allowance, dated Nov. 10, 2015.
U.S. Appl. No. 14/334,232, filed Jul. 17, 2015, Office Action, dated Jul. 10, 2015.
U.S. Appl. No. 14/473,860, filed Aug. 9, 2014, Notice of Allowance, dated Jan. 5, 2015.
U.S. Appl. No. 14/518,757, filed Oct. 20, 2014, Final Office Action, dated Jul. 20, 2015.
U.S. Appl. No. 14/518,757, filed Oct. 20, 2014, First Office Action Interview, dated Apr. 2, 2015.
U.S. Appl. No. 14/518,757, filed Oct. 20, 2014, Office Action, dated Dec. 1, 2015.
U.S. Appl. No. 14/675,716, filed Mar. 31, 2015, Final Office Action, dated Dec. 24, 2015.
VirusTotal—About, <http://www.virustotal.com/en/about/> Printed Jun. 30, 2014 in 8 pages.
Wang et al., "Research on a Clustering Data De-Duplication Mechanism Based on Bloom Filter," IEEE 2010, 5 pages.
Warren, Christina, "TUAW Faceoff: Screenshot apps on the firing line," <http://www.tuaw.com/2008/05/05/tuaw-faceoff-screenshot-apps-on-the-firing-line/>, May 5, 2008, pp. 11.
Waters et al., "Building an Encrypted and Searchable Audit Log," Published Jan. 9, 2004, 11 pages, http://www.parc.com/content/attachments/building_encrypted_searchable_5059_parc.pdf.
Wollrath et al., "A Distributed Object Model for the Java System," Conference on Object-Oriented Technologies and Systems, Jun. 17-21, 1996, pp. 219-231.
Written Opinion and Search Report for International Patent Application No. PCT/US2011/043794 dated Jan. 24, 2013.
Zheng et al., "Goeast: a web-based software toolkit for Gene Ontology enrichment analysis," Nucleic acids research 36.suppl 2 (2008): pp. W385-W363.

Also Published As

Publication number Publication date
EP2593881A4 (en) 2016-12-14
EP3680784A1 (en) 2020-07-15
PT2593881T (en) 2020-04-24
PL2593881T3 (en) 2021-03-08
US20120016849A1 (en) 2012-01-19
AU2011279270B2 (en) 2015-09-24
HUE049983T2 (en) 2020-11-30
CA2806954A1 (en) 2012-01-19
LT2593881T (en) 2020-07-27
EP2593881B1 (en) 2020-03-18
AU2011279270A1 (en) 2013-01-24
EP3680784B1 (en) 2023-12-13
US8515912B2 (en) 2013-08-20
CA2806954C (en) 2017-09-26
ES2788299T3 (en) 2020-10-21
WO2012009397A3 (en) 2012-04-26
DK2593881T3 (en) 2020-06-22
NZ606233A (en) 2014-01-31
WO2012009397A2 (en) 2012-01-19
EP2593881A2 (en) 2013-05-22

Similar Documents

Publication Publication Date Title
USRE48589E1 (en) Sharing and deconflicting data changes in a multimaster database system
US11693877B2 (en) Cross-ontology multi-master replication
US10762102B2 (en) System and method for incremental replication
US10936573B2 (en) Cross-ACL multi-master replication
USRE47546E1 (en) Techniques for replicating changes to access control lists on investigative analysis data
JP7212040B2 (en) Content Management Client Synchronization Service
US7437426B2 (en) Detecting and correcting node misconfiguration of information about the location of shared storage resources
US8751447B2 (en) Representing attachments of objects in a collaboration system using metadata copies
US20220179879A1 (en) Systems and methods for intermittent synchronizing of customer relationship management local application clients

Legal Events

Date Code Title Description
AS Assignment

Owner name: WELLS FARGO BANK, N.A., NORTH CAROLINA

Free format text: SECURITY INTEREST;ASSIGNOR:PALANTIR TECHNOLOGIES INC.;REEL/FRAME:060572/0506

Effective date: 20220701