WO2007147166A3 - Consilence of data-mining - Google Patents

Consilence of data-mining Download PDF

Info

Publication number
WO2007147166A3
WO2007147166A3 PCT/US2007/071488 US2007071488W WO2007147166A3 WO 2007147166 A3 WO2007147166 A3 WO 2007147166A3 US 2007071488 W US2007071488 W US 2007071488W WO 2007147166 A3 WO2007147166 A3 WO 2007147166A3
Authority
WO
WIPO (PCT)
Prior art keywords
models
data
framework
knowledge
integrated
Prior art date
Application number
PCT/US2007/071488
Other languages
French (fr)
Other versions
WO2007147166A2 (en
Inventor
Akhileswar Ganesh Vaidyanathan
Eli T Faulkner
Benjamin B Perry
Peter J Angeline
Gunjan Kalra
Srikanth V Kallurkar
David C Shepherd
Gary F Holness
Apperson H Johnson
Original Assignee
Quantum Leap Res Inc
Akhileswar Ganesh Vaidyanathan
Eli T Faulkner
Benjamin B Perry
Peter J Angeline
Gunjan Kalra
Srikanth V Kallurkar
David C Shepherd
Gary F Holness
Apperson H Johnson
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 Quantum Leap Res Inc, Akhileswar Ganesh Vaidyanathan, Eli T Faulkner, Benjamin B Perry, Peter J Angeline, Gunjan Kalra, Srikanth V Kallurkar, David C Shepherd, Gary F Holness, Apperson H Johnson filed Critical Quantum Leap Res Inc
Publication of WO2007147166A2 publication Critical patent/WO2007147166A2/en
Publication of WO2007147166A3 publication Critical patent/WO2007147166A3/en

Links

Classifications

    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N5/00—Computing arrangements using knowledge-based models
    • G06N5/02—Knowledge representation; Symbolic representation

Abstract

The present invention relates to an integrated framework providing dynamic discovery of knowledge (106), construction of predictive models (105), and decision support services (107). The framework can efficiently exploit dynamically changing data from distributed sources, and is scaleable over local and distributed processor environments. A priori background knowledge (101) is included to gain learning efficiency and to apply logical constraints to the learned models. Extended graphical models are generated by single or iterative uses of the framework, supporting a concentration of the most useful model components (105), and the development of multiple layers of model abstraction. Constructed virtual models can act as proxies for the data they represent, and can be used to build subsequent models on data that is not typically available as an integrated body. The system exploits information about cross-domain models to find information unifying relationships.
PCT/US2007/071488 2006-06-16 2007-06-18 Consilence of data-mining WO2007147166A2 (en)

Applications Claiming Priority (4)

Application Number Priority Date Filing Date Title
US81442506P 2006-06-16 2006-06-16
US60/814,425 2006-06-16
US89284607P 2007-03-03 2007-03-03
US60/892,846 2007-03-03

Publications (2)

Publication Number Publication Date
WO2007147166A2 WO2007147166A2 (en) 2007-12-21
WO2007147166A3 true WO2007147166A3 (en) 2008-12-04

Family

ID=38832938

Family Applications (1)

Application Number Title Priority Date Filing Date
PCT/US2007/071488 WO2007147166A2 (en) 2006-06-16 2007-06-18 Consilence of data-mining

Country Status (1)

Country Link
WO (1) WO2007147166A2 (en)

Families Citing this family (81)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101739484B (en) 2008-11-07 2012-08-22 北京索为高科系统技术有限公司 Knowledge component-based engineering design method
US8650218B2 (en) * 2010-05-20 2014-02-11 International Business Machines Corporation Dynamic self configuring overlays
DE102010041933A1 (en) * 2010-10-04 2012-04-05 Fabian Odoni Method for providing weighted relations between configuration data elements and metadata elements, involves calculating match score describing degree of conformity of metadata elements to compute weighed relation of elements
US20140336788A1 (en) * 2011-12-15 2014-11-13 Metso Automation Oy Method of operating a process or machine
US9152740B1 (en) * 2012-01-18 2015-10-06 Msc.Software Corporation Interactive simulation and solver for mechanical, fluid, and electro-mechanical systems
WO2013116308A1 (en) * 2012-01-31 2013-08-08 Kent State University Systems, methods, and software for unified analytics environments
US8914317B2 (en) 2012-06-28 2014-12-16 International Business Machines Corporation Detecting anomalies in real-time in multiple time series data with automated thresholding
US9465889B2 (en) 2012-07-05 2016-10-11 Physion Consulting, LLC Method and system for identifying data and users of interest from patterns of user interaction with existing data
US9355170B2 (en) 2012-11-27 2016-05-31 Hewlett Packard Enterprise Development Lp Causal topic miner
EP2926291A4 (en) 2012-11-30 2016-07-27 Hewlett Packard Entpr Dev Lp Distributed pattern discovery
US9495420B2 (en) 2013-05-22 2016-11-15 International Business Machines Corporation Distributed feature collection and correlation engine
CA2928307A1 (en) * 2013-10-30 2015-05-07 Ge Aviation Systems Limited Method of construction and selection of probalistic graphical models
US10424016B2 (en) 2013-12-19 2019-09-24 International Business Machines Corporation Modeling asset transfer flow relationships discovered in unstructured data
CN106104513B (en) * 2014-01-09 2018-12-18 托马斯·D·法伊根包姆 Knowledge processing system and method based on cognition
DE102014207091A1 (en) * 2014-04-14 2015-10-15 Siemens Aktiengesellschaft Method and classification system for querying classification cases from a database
WO2016036958A1 (en) * 2014-09-05 2016-03-10 Icahn School Of Medicine At Mount Sinai Systems and methods for causal inference in network structures using belief propagation
US20160132787A1 (en) * 2014-11-11 2016-05-12 Massachusetts Institute Of Technology Distributed, multi-model, self-learning platform for machine learning
EP3268870A4 (en) * 2015-03-11 2018-12-05 Ayasdi, Inc. Systems and methods for predicting outcomes using a prediction learning model
CA3076333A1 (en) 2016-09-19 2018-03-22 Charles NORTHRUP Thing machine
CA3084966A1 (en) 2016-12-07 2018-06-14 Charles NORTHRUP Thing machine systems and methods
EP3646194A4 (en) * 2017-06-28 2021-04-07 Liquid Biosciences, Inc. Iterative feature selection methods
US10387777B2 (en) 2017-06-28 2019-08-20 Liquid Biosciences, Inc. Iterative feature selection methods
WO2019005049A1 (en) * 2017-06-28 2019-01-03 Liquid Biosciences, Inc. Iterative feature selection methods
US11062792B2 (en) 2017-07-18 2021-07-13 Analytics For Life Inc. Discovering genomes to use in machine learning techniques
US11139048B2 (en) 2017-07-18 2021-10-05 Analytics For Life Inc. Discovering novel features to use in machine learning techniques, such as machine learning techniques for diagnosing medical conditions
JP7000766B2 (en) * 2017-09-19 2022-01-19 富士通株式会社 Training data selection program, training data selection method, and training data selection device
US11263230B2 (en) 2017-09-29 2022-03-01 Koninklijke Philips N.V. Method and system of intelligent numeric categorization of noisy data
WO2019074494A1 (en) * 2017-10-10 2019-04-18 Liquid Biosciences, Inc. Methods of identifying models for iterative model developing techniques
US11222274B2 (en) 2017-12-01 2022-01-11 At&T Intellectual Property I, L.P. Scalable integrated information structure system
US11025511B2 (en) 2017-12-14 2021-06-01 International Business Machines Corporation Orchestration engine blueprint aspects for hybrid cloud composition
US10972366B2 (en) * 2017-12-14 2021-04-06 International Business Machines Corporation Orchestration engine blueprint aspects for hybrid cloud composition
US10833962B2 (en) 2017-12-14 2020-11-10 International Business Machines Corporation Orchestration engine blueprint aspects for hybrid cloud composition
CA3088899C (en) * 2018-01-22 2021-04-06 Jack Copper Systems and methods for preparing data for use by machine learning algorithms
CN108399255A (en) * 2018-03-06 2018-08-14 中国银行股份有限公司 A kind of input data processing method and device of Classification Data Mining model
US10909604B1 (en) * 2018-03-07 2021-02-02 Amazon Technologies, Inc. Artificial intelligence system for automated selection and presentation of informational content
CA3104137A1 (en) * 2018-07-06 2020-01-09 The Research Foundation For The State University Of New York System and method associated with generating an interactive visualization of structural causal models used in analytics of data associated with static or temporal phenomena
WO2020031203A1 (en) * 2018-08-09 2020-02-13 Maheshwari Mohit Method and electronic device for predicting at least one macroeconomic variable
US11440543B2 (en) * 2019-01-24 2022-09-13 The Regents Of Hte University Of Michigan Prefix-based bounded-error estimation with intermittent observations
US11347803B2 (en) 2019-03-01 2022-05-31 Cuddle Artificial Intelligence Private Limited Systems and methods for adaptive question answering
CN111886601B (en) * 2019-03-01 2024-03-01 卡德乐人工智能私人有限公司 System and method for adaptive question-answering
US11636393B2 (en) 2019-05-07 2023-04-25 Cerebri AI Inc. Predictive, machine-learning, time-series computer models suitable for sparse training sets
US11475318B2 (en) * 2019-05-29 2022-10-18 Kyndryl, Inc. Automated resolution of over and under-specification in a knowledge graph
CN110361744B (en) * 2019-07-09 2022-11-01 哈尔滨工程大学 RBMCDA underwater multi-target tracking method based on density clustering
CN110442953B (en) * 2019-07-31 2022-11-25 东北大学 Q & P steel design method based on machine learning under guidance of physical metallurgy
CN111105068B (en) * 2019-11-01 2023-05-02 复旦大学 Numerical mode correction method based on sequential regression learning
US11676218B2 (en) 2019-11-05 2023-06-13 International Business Machines Corporation Intelligent agent to simulate customer data
US11556734B2 (en) 2019-11-05 2023-01-17 International Business Machines Corporation System and method for unsupervised abstraction of sensitive data for realistic modeling
US11488172B2 (en) 2019-11-05 2022-11-01 International Business Machines Corporation Intelligent agent to simulate financial transactions
US11599884B2 (en) 2019-11-05 2023-03-07 International Business Machines Corporation Identification of behavioral pattern of simulated transaction data
US11461793B2 (en) 2019-11-05 2022-10-04 International Business Machines Corporation Identification of behavioral pattern of simulated transaction data
US11842357B2 (en) 2019-11-05 2023-12-12 International Business Machines Corporation Intelligent agent to simulate customer data
US11488185B2 (en) 2019-11-05 2022-11-01 International Business Machines Corporation System and method for unsupervised abstraction of sensitive data for consortium sharing
US11475467B2 (en) 2019-11-05 2022-10-18 International Business Machines Corporation System and method for unsupervised abstraction of sensitive data for realistic modeling
US11475468B2 (en) 2019-11-05 2022-10-18 International Business Machines Corporation System and method for unsupervised abstraction of sensitive data for detection model sharing across entities
US11461728B2 (en) 2019-11-05 2022-10-04 International Business Machines Corporation System and method for unsupervised abstraction of sensitive data for consortium sharing
US11494835B2 (en) 2019-11-05 2022-11-08 International Business Machines Corporation Intelligent agent to simulate financial transactions
CN110909068B (en) * 2019-11-08 2023-07-07 广东核电合营有限公司 Emergency diesel generator set big data acquisition and processing method, system and storage medium
TWI732370B (en) 2019-12-04 2021-07-01 財團法人工業技術研究院 Training device and training method for neural network model
CN111178408B (en) * 2019-12-19 2023-06-20 中国科学院计算技术研究所 Health monitoring model construction method and system based on federal random forest learning
CN111241208B (en) * 2019-12-31 2024-03-29 合肥城市云数据中心股份有限公司 Abnormality monitoring method and device for periodic time sequence data
CN111695695B (en) * 2020-06-09 2023-08-08 北京百度网讯科技有限公司 Quantitative analysis method and device for user decision behaviors
CN112036681B (en) * 2020-07-09 2023-09-22 华电电力科学研究院有限公司 Cascade hydropower station aggregation dimension-reduction compensation benefit distribution method based on collaborative playing and comprehensive empowerment
CN111859301B (en) * 2020-07-23 2024-02-02 广西大学 Data reliability evaluation method based on improved Apriori algorithm and Bayesian network reasoning
CN112906517B (en) * 2021-02-04 2023-09-19 广东省科学院智能制造研究所 Self-supervision power law distribution crowd counting method and device and electronic equipment
CN112822747B (en) * 2021-03-02 2022-09-30 吉林大学 Routing strategy method based on genetic algorithm and ant colony algorithm
CN112965968B (en) * 2021-03-04 2023-10-24 湖南大学 Heterogeneous data pattern matching method based on attention mechanism
CN112966775B (en) * 2021-03-24 2023-12-01 广州大学 Three-dimensional point cloud classification method, system and device for building components and storage medium
CN113282686B (en) * 2021-06-03 2023-11-07 光大科技有限公司 Association rule determining method and device for unbalanced sample
CN113744216B (en) * 2021-08-24 2024-02-20 三峡大学 Image segmentation method based on artificial myxobacteria population intelligence
CN114329928B (en) * 2021-12-14 2024-04-09 中国运载火箭技术研究院 Modularized assembly and overall parameter rapid generation method of equipment model
WO2023136812A1 (en) * 2022-01-11 2023-07-20 Hitachi Vantara Llc Automatic feature generation and its application in intrusion detection
WO2023166515A1 (en) * 2022-03-04 2023-09-07 Telefonaktiebolaget Lm Ericsson (Publ) Method and apparatus for approach recommendation with threshold optimization in unsupervised anomaly detection
WO2023215948A1 (en) * 2022-05-13 2023-11-16 Commonwealth Scientific And Industrial Research Organisation "efficient numerical monte carlo sensitivity analysis"
CN115277245A (en) * 2022-08-10 2022-11-01 清华大学 Attribute-based multi-dimensional abnormal root cause positioning method, system and storage medium
CN115658933B (en) * 2022-12-28 2023-04-07 四川大学华西医院 Psychological state knowledge base construction method and device, computer equipment and storage medium
CN116029571B (en) * 2023-03-29 2023-06-16 肯特智能技术（深圳）股份有限公司 Meta universe-based data processing method and related device
CN116304931B (en) * 2023-05-12 2023-08-04 山东英伟电子技术有限公司 Electric power data mining method based on big data
CN116912202B (en) * 2023-07-13 2024-01-30 中国中医科学院眼科医院 Medical high-value consumable management method and system
CN116662674B (en) * 2023-07-28 2023-10-13 安徽省模式识别信息技术有限公司 Service recommendation method and system based on efficient Markov blanket learning mechanism
CN116680459B (en) * 2023-07-31 2023-10-13 长沙紫喇叭电子商务有限公司 Foreign trade content data processing system based on AI technology
CN117075884B (en) * 2023-10-13 2023-12-15 南京飓风引擎信息技术有限公司 Digital processing system and method based on visual script

Citations (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20030176931A1 (en) * 2002-03-11 2003-09-18 International Business Machines Corporation Method for constructing segmentation-based predictive models

Patent Citations (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20030176931A1 (en) * 2002-03-11 2003-09-18 International Business Machines Corporation Method for constructing segmentation-based predictive models

Also Published As

Publication number Publication date
WO2007147166A2 (en) 2007-12-21

Similar Documents

Publication Publication Date Title
WO2007147166A3 (en) Consilence of data-mining
Morabito et al. Consolidate IoT edge computing with lightweight virtualization
CN103636273B (en) Method and apparatus for improving reception availability on multi-subscriber identity module devices
Yin et al. Doushantuo embryos preserved inside diapause egg cysts
KR101201028B1 (en) Extensible architecture for auxiliary displays
EP1810428A4 (en) Translating medium access control addresses
WO2005076780A3 (en) Methods apparatuses, systems, and articles for determining and implementing and efficient computer network architecture
WO2007061775A3 (en) System and method for business decision support, data aggregation and data modeling
CN103441927A (en) Message processing method and device
CA2598923A1 (en) Method and system for data classification using a self-organizing map
CN109656655A (en) It is a kind of for executing the method, equipment and storage medium of interactive instruction
CN102054051B (en) Recording contents of display screens
US9367370B2 (en) NOC loopback routing tables to reduce I/O loading and off-chip delays
US9258214B2 (en) Optimized distributed routing for stretched data center models through updating route advertisements based on changes to address resolution protocol (ARP) tables
Essl Automated ad hoc networking for mobile and hybrid music performance
WO2004072768A3 (en) Distributed dynamically optimizable processing communications and storage system
Dal Farra Papers from the 4th and 5th Balance-Unbalance International Conference, Part 1
US20160239313A1 (en) Control of router in cloud system
Arnould et al. Twenty years of consumer culture theory: Retrospect and prospect
Karagiannidis et al. A novel and interoperable communication gateway implementation for evacuation systems
ITRM20040535A1 (en) INTEGRATED ELECTRONIC CONTROL UNIT FOR AIR, NAUTICAL AND LANDSCAPES WITH EXTRACTABLE OR FIXED STORAGE SYSTEM (BLACK BOX) AND SIMULTANEOUS DIGITAL VISUALIZATION OF DIGITAL INSTRUMENTS ON THE PROCESSOR / COMPUTER DISPLAY.
US20060244755A1 (en) Pre-rendering conversion of graphical data
Dal Farra Papers from the 4th and 5th Balance-Unbalance International Conference, Part 2: Introduction
Palit et al. Private Cloud Deployment on Shared Computer Labs
CN200959184Y (en) Multifunctional tellurian with phonetic introduction

Legal Events

Date Code Title Description
121 Ep: the epo has been informed by wipo that ep was designated in this application

Ref document number: 07798712

Country of ref document: EP

Kind code of ref document: A2

NENP Non-entry into the national phase

Ref country code: DE

NENP Non-entry into the national phase

Ref country code: RU

122 Ep: pct application non-entry in european phase

Ref document number: 07798712

Country of ref document: EP

Kind code of ref document: A2