CN103136288A - Multi-dimensional information system of mobile terminal - Google Patents
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- CN103136288A CN103136288A CN 201110398509 CN201110398509A CN103136288A CN 103136288 A CN103136288 A CN 103136288A CN 201110398509 CN201110398509 CN 201110398509 CN 201110398509 A CN201110398509 A CN 201110398509A CN 103136288 A CN103136288 A CN 103136288A
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Abstract
The invention discloses a multi-dimensional information system of a mobile terminal. The multi-dimensional information system comprises a terminal client side, a geographic information system module, systematic service logic, a data base, a management module, and the like. The multi-dimensional information system obtains position data, time, user identity and other dimensions as dimensional parameters, and requires for systematic remote data service in a cloud serving mode. The system analyzes the dimensional parameters in request message and generates the message into multi-dimensional data sets of an enquiry system terminal of a dynamic multi-dimensional inquiry script and judges whether data synchronism is triggered according to synchronous strategies of user data and changes of dimensions of the terminal. Meanwhile, the user also can start forcing data synchrony. According to the multi-dimensional information system, the mobile terminal is interactively with a server terminal in a cloud-serving mode to trigger automatic synchrony of data related to the user, and a dynamic information service which is convenient and can be obtained automatically and based on position and other dimensions is provided to the user.
Description
Technical field
The present invention relates to a plurality of technical fields such as mobile terminal, business intelligence, refer to especially a kind of multidimensional information system of mobile terminal.
Background technology
Along with the development of the development of Internet technology, the communication technology, particularly location technology, geographic information system technology, for user's the various multidate informations that obtain whenever and wherever possible provide feasibility.
Present various information data amount has arrived the stage of magnanimity, how easily to obtain interested and to own relevant information and with various dimensions filter choose more personalized and accurate and effective, in real time, information becomes the problem of putting forth effort to consider in the current business performance history fast.
present various data system such as preferential member card system provide a lot of favor informations, the user can not remember one by one and effectively chooses and mate own interested information, the a lot of favor informations and the reward voucher that provide as a lot of object businessman, these information have all comprised various dimensions, as the place, the term of validity, integration, user identity, preferential rank etc., and the user to the grading of these objects as comment and grading to certain businessman, how for the user automatically intelligent mode obtain the demand that the relevant and interested various customized informations of various users become the active user, become a kind of mode of data acquisition by the mobile interested various information relevant with oneself dynamically that obtain various peripheries of various dimensions such as position.
When common data query relates to the calculating of large dimension, calculate and sluggish, can't respond fast user's demand, and the development of data warehouse and business intelligence, various data are carried out modeling and the pre-service of dimension, the user's request of complexity that can the quick obtaining various dimensions.
In view of this, the object of the invention is to propose a kind of simple, easy row, by location technology and Business intelligence, the various dimensions infosystem of a kind of mobile terminal of data warehouse technology automatic acquisition and the interested data of dynamic synchronization user.
Summary of the invention
As can be seen from above, the multidimensional information system of a kind of mobile terminal provided by the invention, by user terminal being positioned each dimension parameter that obtains positional information and user and the data of accessing the various various dimensions models of far-end server data warehouse with cloud mode, and the data synchronization strategy of setting according to various data synchronization mechanisms and user to be automatically or manually to initiate the synchronous flow process of data, fast automatic obtain and synchronous of having realized Extraordinary various dimensions multidate informations.
Further, the multidimensional information system of a kind of mobile terminal that passes through to provide satisfies each side's requirement for a kind of development of multidimensional data business of mobile terminal provides powerful guarantee, promotes user friendly experience.
For achieving the above object, one aspect of the present invention provides a kind of multidimensional information system of mobile terminal, and the method comprises:
System imports various data according to the data dimension model and generates cube, the user sets required system data dimension and synchronization policy and is saved in system, according to the variation of terminal dimension or the variation of system end data, access by terminal or system triggers cube and synchronous, system generates dynamic multidimensional inquiring script inquiry and filtering system cube according to data dimension, and will meet data that the user sets dimension and synchronization policy and carry out data with terminal and synchronize, realize that terminal data upgrades.
In an embodiment of the multidimensional information system of a kind of mobile terminal provided by the invention, the method also comprises: system made various dimensions data model, each dimension of data based data that gathers is processed, comprise user property, user preference, time, the system data dimensions such as user's dimensions such as place and address, the term of validity, object properties, system carries out importing to data warehouse after multi-dimensional data modeling and processing according to data dimension, carries out inquiry and the filtration of data by the multi-dimensional query statement of data warehouse.
In an embodiment of the multidimensional information system of a kind of mobile terminal provided by the invention, the method also comprises: the user sets each dimension and the matching strategy of desired data, as the time, the place, object type, and parameter value and the Data Matching logic strategy of corresponding each dimension, system preserves that the user sets and with this Rule of judgment as the synchronous triggering of user data.
in an embodiment of the multidimensional information system of a kind of mobile terminal provided by the invention, the method also comprises: system is according to user's dimension and the inquiry of data synchronization strategy generated data and trigger, comprise the user preference object type, the term of validity, the geographic area, the threshold datas such as trigger data prompting cycle etc., reaching the user as the preferential terms of trade company in certain period and zone imposes a condition can trigger data synchronous, system carries out inquiry and the coupling of data according to user and system data dimension and user data matching strategy, as trigger data synchronous when satisfying user's synchronization policy.
in an embodiment of the multidimensional information system of a kind of mobile terminal provided by the invention, the method also comprises: data are synchronously controlled by data synchronization strategy, can be initiated by terminal or system, comprise periodic synchronous, position or area update triggering synchronous, the synchronous logic condition triggering synchronous that the user sets, the data that synchronous logic Conditional Include user sets synchronously trigger logic, as the time, the place, the combination of the logical conditions such as object properties, system is to user's dimension, comprise position and time and data synchronous condition judges, initiate the synchronous of data as satisfying, and record various user's synchronization of access records.
In an embodiment of the multidimensional information system of a kind of mobile terminal provided by the invention, the method also comprises: terminal takes GPS, AGPS to locate, the various locator meamss such as base station IDs location, IP address are obtained the customer location dimension, the logic region dimension of customer location dimension Cheng Xin capable of being combined, logical definition can be carried out in system in the zone, the logic or the actual geographic that comprise actual certain geometrical shape are regional, system judges user's regional extent of living in accordingly, enters or leaves the logic region scope of default or reach in terminal and initiate the synchronous flow process of data synchronizing cycle.
In an embodiment of the multidimensional information system of a kind of mobile terminal provided by the invention, the method also comprises: the contextual data of system log (SYSLOG) user data synchronization and user's Visitor Logs, analyzing the dimension data and the data that wherein comprise distributes, the trend of the data of user access, but the information such as the focus object of liking most accessing as system's analysis user, hot spot region, focus time.
Have the following advantages specifically:
Coding is flexible:
Use XML-based language or scale-of-two that information is encoded, coded system is flexible, easily
In expansion, support much information to describe.
The position is relevant:
User profile can be filtered according to the geographic position, and the geographic position obtain manner can be both that user's specific mode can be also the automatic acquisition mode.
The various dimensions fast access:
The user arranges various Extraordinary hobbies as dimension parameter and synchronous logic strategy on terminal, be kept at terminal and be synchronized to server end, simultaneously terminal is obtained the information such as position, time, UAD of oneself, form each data dimension by these dynamic and static dimension parameters, system dynamically generates the various dynamic and static data of the data access script quick obtaining service end of various dimensions according to dimension.
Multiple synchronization mechanism:
System supports various synchronization mechanisms and strategy, support the user to initiate and system's initiation, comprise periodic synchronous, area update is synchronous, the User Defined synchronous logic is synchronous, the logical combination that comprises a plurality of dimension conditions, for example, the user at the regional level in, system or terminal periodic initiation Data Update, after terminal entered or moves out the logic region scope of default or arrives the update cycle, terminal or system initiated Data Update, kept the dynamic and synchronous of data.
Business intelligence:
Various dimensions data processor system by business intelligence and data warehouse, support the data of magnanimity, by the data dimension model, data are processed and imported, thereby support complicated user fast to calculate and the response of demand, improved dirigibility and the quick-reaction capability (QRC) of user's demand.
Description of drawings
Accompanying drawing described herein is used to provide a further understanding of the present invention, consists of the application's a part, and illustrative examples of the present invention and explanation thereof are used for explaining the present invention, do not consist of improper restriction of the present invention.In the accompanying drawings:
Fig. 1 is the schematic diagram of system module structure of the present invention.
Fig. 2 data acquisition system (DAS) modular structure schematic diagram.
Fig. 3 is data synchronous service schematic flow sheet.
Fig. 4 is the synchronous logic decision view of data.
Fig. 5 is binary message data format structure schematic diagram.
Embodiment
With reference to the accompanying drawings the present invention is described more fully, exemplary embodiment of the present invention wherein is described.
A kind of multidimensional information system of mobile terminal has been proposed for achieving the above object.
Below in conjunction with the drawings, embodiments of the present invention are described.
The key point of multidimensional information system that realizes a kind of mobile terminal is as follows:
Conceptual Modeling:
According to the various dimensions of user and information, data are carried out the modeling of various dimensions, set up the data model be applicable to various dimensional information, and set up data model according to the demand in business intelligence data warehouse.
Data warehouse data is processed:
By system oneself the various data messages of input or by the various data of third party's information acquisition system collection, as various business informations, the member privilege system information, third-party system information such as coupon system and other Data Sources carry out the collection of various data, and be transferred to system platform carry out the extraction of each dimension and process after import to data warehouse.
Information coding:
System and the interacting message between the user take XML coding and scale-of-two adapting to different terminals and the transfer rate of network, and the data transmission of support XML data compression mode.
The XML mode is encoded and is taked similar following coded system, and example is as follows:
The request msg body:
<System?Parameter>
＜Period〉5min＜/Period〉＜!--acquiescence update cycle--〉
＜Radius〉2KM＜/Radius〉＜!--acquiescence is upgraded radius--〉
＜Invoke〉Client＜/Invoke〉＜!--acquiescence triggers the initiator--〉
</?System?Parameter?>
＜Dynamic Data〉＜!--current location--〉
＜Location〉＜/Location〉＜!--current location--〉
＜Timestamp〉20110101122306＜/Timestamp〉＜!--current location--〉
</?Dynamic?Data?>
<Static?Data>
<Preference>
＜Restaurant Type〉Sichuan cuisine＜/Restaurant Type 〉
</Preference>
<MemberData>
＜Type〉the credit card silver card＜Type of the Pudong Development Bank 〉
＜MemberID〉4047380005687210＜/MemberID〉＜!--member ID is credit card number herein--〉
<?/MemberData>
</Static?Data>
The response data body:
<System?Parameter>
＜Period〉180S＜/Period〉＜!--acquiescence update cycle--〉
＜Radius〉2000M＜/Radius〉＜!--acquiescence is upgraded radius--〉
＜Invoke〉BOTH＜/Invoke〉＜!--acquiescence triggers the initiator--〉
</?System?Parameter?>
<BasicData>
<ID>SH-PD-200122-123456</ID>
＜Name〉river state historical romance＜/Name 〉
＜Class〉Sichuan cuisine＜/Class 〉
<Longitude>121.43348</?Longitude?>
<?Latitude>31.18334</?Latitude>
＜Address〉No. 1111 23F of Pudong New Area, Shanghai century avenue＜/Address 〉
<Postcode>200122</Postcode>
<Tel>021-58789999</Tel>
</BasicData>
<ExtendData>
＜Discount〉7 foldings＜/Discount 〉
＜Validation〉2011-05-01＜/Validation〉＜!--closing time--〉
＜Ratio〉5＜/Ratio〉＜!--integral coefficient--〉
＜Rate〉90＜/Rate〉＜!--evaluation score--〉
<Picture>http://host/Pic/123.jpg</Picture>
<Video>?http://host/Video/123.mpg?</Video>
<Coupons>?http://host/Video/123-Coupons.jpg?<?/Coupons?>
＜!--reward voucher--〉
＜Memo〉favor information that when using, the Member Card, Please mobile phone shows＜/Memo 〉
<Signature></?Signature?>
<Digest><?/Digest?>
</ExtendData>
Binary format can be taked compressed XML data to be binary format or to store according to agreement fields offset mode data, takes the mode of pointer binary offset addressing, topology example such as Fig. 5.
The information encryption and decryption:
Information reason for safety in transmitting procedure is encrypted information, information after encryption is propagated on network and can maliciously not decoded, guaranteed the transmission security of information, terminal after receiving data again to decoding data, the safety of guarantee information and not abused.
Encryption can be taked symmetric cryptography or asymmetric cryptosystem, selects according to the message encryption indicating label, can dynamically adjust the intensity of encryption, better the data of protection information.
Data are processed and are filtered:
A large amount of data are positioned at service end and periodically update, the conventional data query response time becomes longer, by various dimensions data are carried out data modeling and processing, set up the data warehouse of various dimensions, can be at fast filtering and the data query of the complex condition of various dimensions.
Protocol interaction:
The terminal through internet host-host protocol transmits data to service end, comprise the modes such as HTTP or TCP, as sending request msg by the POST mode to service end, system carries out the request that mobile network's response terminal was resolved and passed through to data after receiving data, send the data to terminal, data link can be the channel that mobile network's data channel or WIFI etc. get online without being tethered to a cable.
The request mode is taked the cloud service pattern, and data interaction is based on SOAP, and the service agreements such as REST also can take the protocol modes such as FTP to carry out the transmission of data, and by SOAP, the network service interface agreements such as REST are carried out alternately.
Data are synchronous:
The trigger condition of upgrading has comprised the time, the threshold value of geographic range and Data Update amount, be included in as parameter in the interaction message of system and terminal, can be both terminal automatically initiate and system initiate more new technological process, can be also more new technological process of the hand-operated forced triggering of user.
The system end trigger data is synchronously obtained user's position or the dimensional information such as time and user property for system cycle, whether the data of inquiry system satisfy the threshold value that the user sets, as reach threshold value that the user sets system initiate to synchronize with user's data.
Terminal is in the situation that mobile, and after the setting of the regional extent that exceeds predetermined set or update cycle reach, terminal or system will initiate the flow process of Data Update this moment, more the data in new terminal with refresh demonstration.
Or the user sets the update cycle, and when reaching the update cycle, terminal can initiatively be initiated the mandatory synchronous of data.
Main functional modules
As shown in Figure 1, a kind of multidimensional information system structure of mobile terminal mainly comprises:
The end side module:
Terminal database 100:
The inner Database Systems of preserving the miscellaneous service data of mobile terminal are for other modules provide Data Source and preserve various data.
Geography information module 101:
The Geographic Information System access end of end side, the user of the various functions of access Geographic Information System and demonstration Geographic Information System uses the interface on terminal.
Locating module 102:
Be responsible for terminal is positioned obtaining the customer location dimension data in end side.
Logic module 103:
The service logic flow process of end side is controlled and is carried out, and controls the service logic of user side, calls the various functional modules with the interactive user end;
Data processing module 104:
The various data of the responsible system end that will get are according to taking mutual protocol requirement to carry out encoding and decoding.
Data simultaneous module 105:
According to data synchronization strategy, judge whether user data synchronization satisfies user's setting and strategy and execution and synchronize with the data of system end.
Medium process module 106:
In the situation that the system side data comprise media resource, multimedia descriptions such as image, the video etc. of processing and display-object, the access target is also processed and the display media data stream.
User configuration module 107:
End side user carries out the functions such as business configuration and data management, and the user arranges the data of business and the configuration of business by administration module.
Interface module 108:
Be responsible for carrying out the adaptive of interface with the modules of system end and end side, be responsible for communicating with the interface module of system side, carry out data transmission and mutual according to the interaction protocol of consulting.
Transmission channel 109:
The physical channel of the reality of data transmission is provided, and can be wireless broadband network and mobile data network, the transmission of carrying data.
The system side module:
Third party's data system interface 110:
Be responsible for providing the access interface of third party's data system of various data, as credit card member system, third party's member system etc., by interface to system acquisition with data are provided, as various members' the data such as favor information.
System interface module 111:
Be responsible for communicating with the interface module of end side, carry out data transmission and mutual according to the interaction protocol of consulting, provide user side and system end mutual interface.
Third party's data system 112:
Third-party data system comprises the miscellaneous service data, and as member card system, the third-party data systems such as favor information system carry out the transmission of mutual and data by data-interface and system with system.
Data warehouse 113:
System data warehouse functions module, the various functions such as data storage and data warehouse are provided, comprise multi-dimensional data modeling, the generation of data processing and importing and dimension data, the logic function such as data trigger, function, and by the various dimensions modeling, data are extracted, filtration treatment provides the various functions of data warehouse.
Logic control module 114:
Be responsible for execution and the functions such as logic setting, logic control and execution of the service logic of system end, carry out mutual and call the function of finishing service logic with the system end modules.
Data acquisition module 115:
Undertaken alternately by the data system of third party's data system interface with the periphery, gather the data message of various peripheries, as third-party favor information, the information of third party's member system, the system that offers after collection processes and imports to data warehouse.
Data management module 116:
The functional module of system end Management System Data provides the inquiry of data, revises, and increases the importing and exporting of deletion and batch data, the various management functions that the management of data-interface and configuration etc. are relevant with relevant data.
Data processing module 117:
The data of data collecting module collected are carried out data process and encode, the form of uniform data also becomes predictive encoding according to the data encoding format of consulting with information coding.
Geographic Information System 118:
The various functions of Geographic Information System are provided for system, conversion as longitude and latitude data and area information, the calculating in definite demonstration of position and zone and judgement etc., the user can check on Geographic Information System that miscellaneous service data and stack miscellaneous service data are on the Geographic Information System interface.
System's media module 119:
Be responsible for processing the data stream of the media resource that obtains, as video flowing, by the program request of medium process module response terminal or the request of broadcasting.
Data simultaneous module 120:
Send the data to the request msg of terminal user and receiving terminal according to the indication of service logic.
Administration module 121:
Whole system is managed, comprise the various management functions such as service logic management, log recording, parameter configuration.
Door module 122:
System user is logined the door of the system of door, and interface that the user uses system and the carrying of miscellaneous service flow process are provided.
As shown in Figure 2, the module of system acquisition data mainly comprises:
Third party's data system 100:
Third-party data system comprises the miscellaneous service data, and as member card system, the third-party data systems such as favor information system carry out the transmission of mutual and data by data-interface and system with system.
Own data acquisition system (DAS) 101:
Own data acquisition system (DAS) provides various data by system introducing file data or the system that manually is input as.
Data transmission channel 102:
The passage of the data transmission of third party or own data acquisition is provided, comprises the various data of internet and mobile Internet passage handed down from ancient times.
Interface module 103:
For the data importing that gathers provides standardized interface to system, import to system by this interface data.
Data process 104:
The various data that enter into system are carried out regular processing, according to the data dimension model, extract dimension, filtration and processing and computational data also import to data warehouse.
Data importing interface 105:
Be responsible for data are imported to database by interface, provide mass data to enter a mode of data.
Fig. 3 illustrates data synchronous service schematic flow sheet of the present invention.
At first, the user arranges the synchronous strategy that triggers of data with the relevant dimension data of data that needs and is kept at system in system.
System end is preserved data synchronization strategy and the user requested data dimension that the user arranges;
The variation of system end monitor data is if having the data that satisfy data dimension that the user sets and condition trigger data synchronous.
Simultaneously, end side is the dimension of monitoring terminal side also, comprises the position, time, and the setting of reading out data synchronization policy, as comprised end side and can trigger, as satisfy the position, but the trigger conditions such as time also trigger data synchronous of terminal, otherwise the system that transfers to monitors and triggers.
As initiate synchronously, system end meets the user with the cube extraction and sets the data of dimension and be pushed to user terminal.
Fig. 4 illustrates the synchronous logic decision view of data of the present invention.
As shown in the figure, the logic judgement of synchronous triggering can be that terminal is initiated or system end is initiated, the dimensions such as terminal detection position and time, setting according to the method for synchronization, can be that terminal is initiated, can be also that system initiates, depend on and whether satisfy synchronization policy, synchronization policy can set the time of satisfying and the position can be triggered, on the condition that can satisfy in position and time, continue the monitor user ' data dimension and whether satisfy, as all satisfying triggering again, system end can also be ignored customer location and dynamic dimension of time, can trigger as long as data satisfy.
By various triggering modes, satisfied the business flexibility ratio under the different business scene.
Fig. 5 illustrates binary message data format structure schematic diagram of the present invention.
By with the various key-value pair data in the XML mode, in scale-of-two pointer mode, be offset by field list and calculate the data segment scope of obtaining corresponding key-value pair and obtain the binary key-value pair data that wherein comprise, obtain corresponding data after it is decoded.
The advantage of binary coded format is data compaction, and shortcoming is that legibility is relatively poor.
The below gives one example to illustrate that the terminal synchronizes of system of the present invention obtains the workflow of multidimensional data information, and in this embodiment, business comprises the following steps:
Precondition: system end has been set up the multidimensional model of data and data importing has been processed, and forms cube.
Step 1: fast mobile terminal surpasses certain scope, and terminal is found mobile radius or reach update time to trigger more Secretary by calculating with original position and present position, and terminal is initiated the information updating request;
Step 2: the message that the renewal of terminal triggers is received by system, the various dimension parameters that the users such as the zone of living in of judgement terminal and updating message type set;
Step 3: system is in by Data Warehouse Conceptual degree inquiry and meets the various more new datas that user property and user set dimension, initiates more new data to terminal;
Description of the invention is in order to provide for the purpose of example and explanation, and is not exhaustively or limit the invention to disclosed form.Many modifications and variations are obvious for the ordinary skill in the art.Selecting and describing embodiment is for better explanation principle of the present invention and practical application, thereby and makes those of ordinary skill in the art can understand the various embodiment with various modifications that the present invention's design is suitable for special-purpose.
Claims (7)
1. the multidimensional information system of a mobile terminal, it is characterized in that, system imports various data according to the data dimension model and generates cube, the user sets required system data dimension and synchronization policy and is saved in system, according to the variation of terminal dimension or the variation of system end data, access by terminal or system triggers cube and synchronous, system generates dynamic multidimensional inquiring script inquiry and filtering system cube according to data dimension, and will meet data that the user sets dimension and synchronization policy and carry out data with terminal and synchronize, realize that terminal data upgrades.
2. as claimed in claim 1, system carries out the data dimension model to data and sets up cube, it is characterized in that, system made various dimensions data model, each dimension of data based data that gathers is processed, comprise user property, user preference, time, the system data dimensions such as user's dimensions such as place and address, the term of validity, object properties, system carries out importing to data warehouse after multi-dimensional data modeling and processing according to data dimension, carries out inquiry and the filtration of data by the multi-dimensional query statement of data warehouse.
3. as claimed in claim 1, the user sets desired data dimension and data synchronization strategy and is kept at system, it is characterized in that, the user sets each dimension and the matching strategy of desired data, as the time, place, object type, and parameter value and the Data Matching logic strategy of corresponding each dimension, system preserves that the user sets and with this Rule of judgment as the synchronous triggering of user data.
4. as claimed in claim 3, system carries out the synchrodata judgement according to each dimension of user and synchronization policy, it is characterized in that, system is according to user's dimension and the inquiry of data synchronization strategy generated data and trigger, comprise the user preference object type, the term of validity, the geographic area, the threshold datas such as trigger data prompting cycle etc., reaching the user as the preferential terms of trade company in certain period and zone imposes a condition can trigger data synchronous, system carries out inquiry and the coupling of data according to user and system data dimension and user data matching strategy, as trigger data synchronous when satisfying user's synchronization policy.
5. as claimed in claim 4, system carries out the synchronous triggering of data according to synchronization policy, it is characterized in that, data are synchronously controlled by data synchronization strategy, can be initiated by terminal or system, comprise periodic synchronous, position or area update triggering synchronous, the synchronous logic condition triggering synchronous that the user sets, the data that synchronous logic Conditional Include user sets synchronously trigger logic, as the time, the place, the combination of the logical conditions such as object properties, system is to user's dimension, comprise position and time and data synchronous condition judges, initiate the synchronous of data as satisfying, and record various user's synchronization of access records.
6. as claimed in claim 5, terminal provides and comprises the position, time is carried out data query and coupling in interior user's dimension to system, it is characterized in that, terminal is taked GPS, the AGPS location, the base station IDs location, the various locator meamss such as IP address are obtained the customer location dimension, the logic region dimension of customer location dimension Cheng Xin capable of being combined, logical definition can be carried out in system in the zone, the logic or the actual geographic that comprise actual certain geometrical shape are regional, system judges user's regional extent of living in accordingly, enter or leave the logic region scope of default or reach in terminal and initiate the synchronous flow process of data synchronizing cycle.
7. as claimed in claim 5, the various data of the Visitor Logs of system's record user data synchronization, it is characterized in that, the contextual data of system log (SYSLOG) user data synchronization and user's Visitor Logs, analyzing the dimension data and the data that wherein comprise distributes, the trend of the data of user access, but the information such as the focus object of liking most accessing as system's analysis user, hot spot region, focus time.
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| CN103458456A (en) * | 2013-08-27 | 2013-12-18 | 中国科学院信息工程研究所 | Method and device for user behavior detection based on mobile terminal Wi-Fi data |
| CN105827724A (en) * | 2016-04-21 | 2016-08-03 | 马国伟 | Method and system for intelligently recognizing and feeding back information |
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| CN107153678A (en) * | 2017-04-18 | 2017-09-12 | 北京思特奇信息技术股份有限公司 | Triggering method and device that a kind of short message is reminded |
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| CN113407498A (en) * | 2021-06-18 | 2021-09-17 | 北京金山云网络技术有限公司 | Data synchronization method, device, cloud platform, system and storage medium |
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- 2011-12-05 CN CN 201110398509 patent/CN103136288A/en active Pending
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| CN103458456A (en) * | 2013-08-27 | 2013-12-18 | 中国科学院信息工程研究所 | Method and device for user behavior detection based on mobile terminal Wi-Fi data |
| CN103458456B (en) * | 2013-08-27 | 2016-11-09 | 中国科学院信息工程研究所 | User behavior detection methods based on mobile terminal Wi-Fi data and device |
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