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CN107918917A - Social analysis method and device, storage medium, electronic equipment - Google Patents

Social analysis method and device, storage medium, electronic equipment Download PDF

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Publication number
CN107918917A
CN107918917A CN201710953602.2A CN201710953602A CN107918917A CN 107918917 A CN107918917 A CN 107918917A CN 201710953602 A CN201710953602 A CN 201710953602A CN 107918917 A CN107918917 A CN 107918917A
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Prior art keywords
personnel
analyzed
target person
event
time
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CN201710953602.2A
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Inventor
吴擒龙
于明光
张霞
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Neusoft Corp
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Neusoft Corp
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Priority to CN201710953602.2A priority Critical patent/CN107918917A/en
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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q50/00Information and communication technology [ICT] specially adapted for implementation of business processes of specific business sectors, e.g. utilities or tourism
    • G06Q50/01Social networking
    • 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
    • G06F16/24Querying
    • G06F16/245Query processing

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  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Business, Economics & Management (AREA)
  • General Physics & Mathematics (AREA)
  • Physics & Mathematics (AREA)
  • Tourism & Hospitality (AREA)
  • General Business, Economics & Management (AREA)
  • Marketing (AREA)
  • Primary Health Care (AREA)
  • Strategic Management (AREA)
  • General Health & Medical Sciences (AREA)
  • Economics (AREA)
  • Human Resources & Organizations (AREA)
  • Health & Medical Sciences (AREA)
  • Computing Systems (AREA)
  • Computational Linguistics (AREA)
  • Data Mining & Analysis (AREA)
  • Databases & Information Systems (AREA)
  • General Engineering & Computer Science (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)

Abstract

This disclosure relates to a kind of social activity analysis method and device, storage medium, electronic equipment.The described method includes:According to the identity of target person, multiple action messages of the target person are obtained, the action message includes the event of target person triggering and the triggered time of the event;For each triggered time, a corresponding time inquiring scope is determined, the time inquiring scope includes the triggered time;Obtain in the range of each time inquiring, the personnel to be analyzed with target person triggering similar events;The number that each personnel to be analyzed of statistics occur, the social networks between the target person and the personnel to be analyzed are established according to the number.Such scheme, helps quickly and accurately to realize social analysis.

Description

Social analysis method and device, storage medium, electronic equipment
Technical field
This disclosure relates to data processing field, and in particular, to a kind of social activity analysis method and device, computer-readable deposit Storage media, electronic equipment.
Background technology
As the continuous development of information technology is, it is necessary to which the scene for analyzing personnel's social aspects is more and more.For example, can be The scenes such as campus, company are analyzed into administrative staff's social aspects;Alternatively, can be in the enterprising administrative staff's social aspects of network social intercourse platform Analysis, etc..
Analyzed for the social aspects carried out in scenes such as campus, companies, be by artificial statistical analysis mostly at present Mode, or realized by way of semi-artificial statistics plus computer collect, such analysis mode can expend substantial amounts of manpower thing Power, and time-consuming for the course of work, lacks flexibility and response.
The content of the invention
The purpose of the disclosure is to provide a kind of social analysis method and device, computer-readable recording medium and electronics are set It is standby, help quickly and accurately to realize social analysis.
To achieve these goals, in a first aspect, the disclosure provides a kind of social analysis method, including:
According to the identity of target person, multiple action messages of the target person, the action message bag are obtained Include the event of the target person triggering and the triggered time of the event;
For each triggered time, a corresponding time inquiring scope is determined, the time inquiring scope includes described Triggered time;
Obtain in the range of each time inquiring, the personnel to be analyzed with target person triggering similar events;
The number that each personnel to be analyzed of statistics occur, according to the number establish the target person with it is described to be analyzed Social networks between personnel.
Alternatively, the event is the event of checking card and/or the event for sending location information.
Alternatively, the social networks are close relationship, then described to establish the target person and institute according to the number The social networks between personnel to be analyzed are stated, including:
Judge whether the number that each personnel to be analyzed occur exceedes preset value;
The personnel to be analyzed that the number that will appear from exceedes preset value are determined as intimate personnel, establish the target person and institute State the close relationship between intimate personnel.
Alternatively, the social networks are close relationship, then described to establish the target person and institute according to the number The social networks between personnel to be analyzed are stated, including:
The most top n personnel to be analyzed of the number that will appear from are determined as intimate personnel, establish the target person and institute State the close relationship between intimate personnel, N >=1.
Alternatively, the method further includes:
Gather in advance and preserve the identity of full complement and corresponding action message, the full complement includes described Target person and the personnel to be analyzed.
Alternatively, the identity for preserving full complement and corresponding action message, including:
The sequencing in the triggered time of the event included according to each action message, sequentially preserves the body of each personnel Part mark and corresponding action message.
Second aspect, the disclosure provide a kind of social analytical equipment, and described device includes:
Action message acquisition module, for the identity according to target person, obtains multiple work of the target person Dynamic information, the action message include the event of target person triggering and the triggered time of the event;
Time inquiring range determination module, for for each triggered time, determining a corresponding time inquiring scope, The time inquiring scope includes the triggered time;
Personnel's acquisition module to be analyzed is identical with the target person triggering for obtaining in the range of each time inquiring The personnel to be analyzed of event;
Social networks establish module, and the number occurred for counting each personnel to be analyzed, institute is established according to the number State the social networks between target person and the personnel to be analyzed.
Alternatively, the event is the event of checking card and/or the event for sending location information.
Alternatively, the social networks are close relationship, then
The social networks establish module, for judging whether the number that each personnel to be analyzed occur exceedes preset value; The personnel to be analyzed that the number that will appear from exceedes preset value are determined as intimate personnel, establish the target person and the intimate people Close relationship between member.
Alternatively, the social networks are close relationship, then
The social networks establish module, and the most top n of the number for will appear from personnel to be analyzed are determined as intimately Personnel, establish the close relationship between the target person and the intimate personnel, N >=1.
Alternatively, described device further includes:
Collection and preserving module, for the identity for gathering and preserving full complement in advance and corresponding action message, The full complement includes the target person and the personnel to be analyzed.
Alternatively, the collection and preserving module, for the triggered time of the event included according to each action message Sequencing, sequentially preserve the identity of each personnel and corresponding action message.
The third aspect, the disclosure provide a kind of computer-readable recording medium, are stored thereon with computer program, the program The step of method any one of first aspect is realized when being executed by processor.
Fourth aspect, the disclosure provide a kind of electronic equipment, including:
Computer-readable recording medium described in the third aspect;And
One or more processor, for performing the program in the computer-readable recording medium.
The event that can be triggered in disclosure scheme with combining target personnel and the triggered time of event, quickly and accurately Realize the social analysis of target person.It is possible, firstly, to determine a corresponding time inquiring scope for each triggered time, into And by the range of each time inquiring, the individual personnel with target person triggering similar events are determined as personnel to be analyzed, and root The number occurred according to each personnel to be analyzed, establishes the social networks between target person and personnel to be analyzed, completes social point Analysis.
Other feature and advantage of the disclosure will be described in detail in subsequent specific embodiment part.
Brief description of the drawings
Attached drawing is for providing further understanding of the disclosure, and a part for constitution instruction, with following tool Body embodiment is used to explain the disclosure together, but does not form the limitation to the disclosure.In the accompanying drawings:
Fig. 1 is the flow diagram of disclosure social activity analysis method;
Fig. 2 is the structure diagram of disclosure social activity analytical equipment;
Fig. 3 is the structure diagram for the electronic equipment that the disclosure is used for social analysis.
Embodiment
The embodiment of the disclosure is described in detail below in conjunction with attached drawing.It should be appreciated that this place is retouched The embodiment stated is only used for describing and explaining the disclosure, is not limited to the disclosure.
Referring to Fig. 1, the flow diagram of disclosure social activity analysis method is shown.This method may comprise steps of:
Step 101, according to the identity of target person, multiple action messages of the target person, the work are obtained Dynamic information includes the event of target person triggering and the triggered time of the event.
In practical application scene, with administrative staff action message always be adjacent to record, based on this, disclosure scheme The same administrative staff of the target person can be predicted, as disclosure scheme by analyzing the adjoining activation record of target person Carry out the direct important reference of social analysis.
As a kind of example, the action message in disclosure scheme can be presented as:Event, the event of individual personnel's triggering Triggered time.
For example, the event in disclosure scheme can be presented as the event of checking card.
In general, under the scene of rule, the activity of personnel can produce trace record mostly, for example, the individuals in campus Member can use all-in-one campus card to complete the activities such as consumption, gate inhibition's mandate, book borrowing and reading;Individual personnel in company can pass through The activities such as the modes such as employee job card, fingerprint complete attendance, gate inhibition authorizes.It is to be appreciated that above by all-in-one campus card, employee The activity that the modes such as card, fingerprint are completed, can be considered as the event of checking card.
For example, the event in disclosure scheme can be presented as the event for sending mobile positioning information.With reference to reality Using the event for sending mobile positioning information is further divided into:The event, at the appointed time of location information is sent in designated position The event of location information is sent, disclosure scheme can be not specifically limited this.
For example, it can be gathered by the intelligent terminal that individual personnel carry and send location information;Alternatively, it can specify Locating information acquisition equipment is installed in position, and the intelligent terminal with locating information acquisition equipment, gathers and send location information.This Open scheme can be not specifically limited the mode for obtaining location information.
As a kind of example, this step obtain target person multiple action messages, can be similar events it is multiple not The same triggered time;Or or different event multiple and different triggered times, disclosure scheme, which can not do this, to be had Body limits.
Step 102, for each triggered time, a corresponding time inquiring scope, the time inquiring scope are determined Including the triggered time.
According to the adjoining activation record for carrying same administrative staff above, disclosure scheme is in the triggering for the event that gets Between after, each triggered time can be directed to, determine a corresponding time inquiring scope, and then determine target within the range The corresponding personnel to be analyzed of personnel, carry out social analysis.
For example, the scope of 5 minutes before and after the triggered time can be determined as the triggered time corresponding time inquiring Scope.For example, target person 10:00 brush has opened No. 1 door, i.e. the event of triggering is that brush has opened No. 1 door, the triggered time of event For 10:00, the triggered time, corresponding time inquiring may range from 9:55~10:05.Disclosure scheme is to determining that the time looks into Asking mode, size of time inquiring scope of scope etc. can not provide, can specifically be set according to practical application request, an important affair The triggered time of part is located in the range of time inquiring.
Step 103, obtain in the range of each time inquiring, the people to be analyzed with target person triggering similar events Member.
Step 104, the number that each personnel to be analyzed of statistics occur, the target person and institute are established according to the number State the social networks between personnel to be analyzed.
After determining time inquiring scope, can obtain it is all trigger the individual personnel of similar events within the range, As personnel to be analyzed., can be by 9 by taking examples cited above as an example:55~10:In the range of 05, brush opens the individual personnel of No. 1 door It is determined as personnel to be analyzed.
In general, corresponding time inquiring scope of each triggered time, can determine that a part of personnel to be analyzed, the disclosure Scheme can count the number that each personnel to be analyzed occur, and then obtain the social of target person according to the number counted and close System.It is to be appreciated that the number that personnel to be analyzed occur is more, represent more with the adjoining activation record of target person, i.e., two The possibility of person colleague is bigger, and social networks are more intimate.
In conclusion disclosure scheme can with combining target personnel trigger event and event triggered time, accurately Quickly realize the social analysis of target person.Overall process can be completed by computer automation program, help to improve analysis speed Degree, it is ensured that precision of analysis.In addition, disclosure scheme can help to ensure that basic number with real-time collecting full dose data According to integrality and real-time, be not only to improve precision of analysis to provide technical support, be also to realize extemporaneous data Inquiry, i.e., inquiry obtains analysis result and provides technical support at any time.
As a kind of example, the social networks in disclosure scheme can be close relationship, corresponding to this, establish target person Social networks between member and personnel to be analyzed, can at least be presented as following two:
Situation 1, it can be determined that whether the number that each personnel to be analyzed occur exceedes preset value;The number that will appear from exceedes The personnel to be analyzed of preset value are determined as intimate personnel, establish the intimate pass between the target person and the intimate personnel System.That is, intimate personnel can be filtered out, and then establish mesh from personnel to be analyzed by pre-set preset value Close relationship between mark personnel and intimate personnel.For example, by taking the event of checking card as an example, preset value can be arranged to 50 It is secondary;Alternatively, exemplified by sending location information event, preset value can be arranged to 20 times, tool of the disclosure scheme to preset value Body value can not limit, can be with reference to depending on practical application request.
Situation 2, the most top n personnel to be analyzed of the number that can will appear from are determined as intimate personnel, establish the mesh Close relationship between mark personnel and the intimate personnel, N >=1.That is, it can be arranged according to the number of occurrence number The most top n of number personnel to be analyzed are determined as intimate personnel by sequence, and then are established between target person and intimate personnel Close relationship.For example, the value of N can be 4, i.e., by most preceding 4 personnel to be analyzed of occurrence number, be determined as intimate Personnel, disclosure scheme can not limit the value of N, can be with reference to depending on practical application request.
It is to be appreciated that before disclosure scheme carries out social analysis, the complete of social analysis can be used for real-time collecting Data are measured, that is, can in advance gather and preserve the identity of full complement and corresponding action message, the full complement Including the target person and the personnel to be analyzed.
As a kind of example, the full complement in disclosure scheme can be campus, all individual personnel in company;Or Person, can be the individual personnel specified in scope, for example, all individual personnel of grade, all individuals of department Personnel etc., disclosure scheme can be not specifically limited this, equally can be with reference to depending on practical application request.
As a kind of example, reading speed during in order to improve data query, disclosure scheme can be according to each activity The sequencing in the triggered time for the event that information includes, sequentially preserves the identity of each personnel and corresponding activity letter Breath.That is, it can be ensured that data are stored according to the either order in triggered time, that is, are ensured data contiguous storage, so existed It after determining time inquiring scope, can be successively read between adjacent data, determine personnel to be analyzed;Otherwise each data During reading, disk is required for first addressing, and will certainly influence data reading speed.
As a kind of example, disclosure scheme can gather full dose data in real time, namely the triggered time of event is exactly to count According to acquisition time, therefore can also according to the sequencing of acquisition time carry out data preservation.
In addition, in actual application, in order to improve data query speed, data that can also be according to the time to storage It is indexed.Disclosure scheme can be not specifically limited this.
Referring to Fig. 2, the structure diagram of disclosure social activity analytical equipment is shown.Described device includes:
Action message acquisition module 201, for the identity according to target person, obtains the multiple of the target person Action message, the action message include the event of target person triggering and the triggered time of the event;
Time inquiring range determination module 202, for for each triggered time, determining a corresponding time inquiring model Enclose, the time inquiring scope includes the triggered time;
Personnel's acquisition module 203 to be analyzed, for obtaining in the range of each time inquiring, phase is triggered with the target person With the personnel to be analyzed of event;
Social networks establish module 204, and the number occurred for counting each personnel to be analyzed, is established according to the number Social networks between the target person and the personnel to be analyzed.
Alternatively, the event is the event of checking card and/or the event for sending location information.
Alternatively, the social networks are close relationship, then
The social networks establish module, for judging whether the number that each personnel to be analyzed occur exceedes preset value; The personnel to be analyzed that the number that will appear from exceedes preset value are determined as intimate personnel, establish the target person and the intimate people Close relationship between member.
Alternatively, the social networks are close relationship, then
The social networks establish module, and the most top n of the number for will appear from personnel to be analyzed are determined as intimately Personnel, establish the close relationship between the target person and the intimate personnel, N >=1.
Alternatively, described device further includes:
Collection and preserving module, for the identity for gathering and preserving full complement in advance and corresponding action message, The full complement includes the target person and the personnel to be analyzed.
Alternatively, the collection and preserving module, for the triggered time of the event included according to each action message Sequencing, sequentially preserve the identity of each personnel and corresponding action message.
On the device in above-described embodiment, wherein modules perform the concrete mode of operation in related this method Embodiment in be described in detail, explanation will be not set forth in detail herein.
Fig. 3 is the block diagram of a kind of electronic equipment 300 according to an exemplary embodiment, which is used for Realize the social analysis of individual personnel.As shown in figure 3, the electronic equipment 300 can include:Processor 301, memory 302 are more Media component 303, input/output (I/O) interface 304, and communication component 305.
Wherein, processor 301 is used for the integrated operation for controlling the electronic equipment 300, to complete above-mentioned social analysis side All or part of step in method.Memory 302 is used to store various types of data to support the behaviour in the electronic equipment 300 To make, these data can for example include the instruction of any application program or method for being operated on the electronic equipment 300, with And the relevant data of application program, such as contact data, the message of transmitting-receiving, picture, audio, video etc..The memory 302 It can be realized by any kind of volatibility or non-volatile memory device or combinations thereof, such as static random-access is deposited Reservoir (Static Random Access Memory, abbreviation SRAM), electrically erasable programmable read-only memory (Electrically Erasable Programmable Read-Only Memory, abbreviation EEPROM), erasable programmable Read-only storage (Erasable Programmable Read-Only Memory, abbreviation EPROM), programmable read only memory (Programmable Read-Only Memory, abbreviation PROM), and read-only storage (Read-Only Memory, referred to as ROM), magnetic memory, flash memory, disk or CD.Multimedia component 303 can include screen and audio component.Wherein Screen for example can be touch-screen, and audio component is used to export and/or input audio signal.For example, audio component can include One microphone, microphone are used to receive external audio signal.The received audio signal can be further stored in storage Device 302 is sent by communication component 305.Audio component further includes at least one loudspeaker, for exports audio signal.I/O Interface 304 provides interface between processor 301 and other interface modules, other above-mentioned interface modules can be keyboard, mouse, Button etc..These buttons can be virtual push button or entity button.Communication component 305 is used for the electronic equipment 300 and other Wired or wireless communication is carried out between equipment.Wireless communication, such as Wi-Fi, bluetooth, near-field communication (Near Field Communication, abbreviation NFC), 2G, 3G or 4G, or one or more of combinations in them, therefore the corresponding communication Component 305 can include:Wi-Fi module, bluetooth module, NFC module.
In one exemplary embodiment, electronic equipment 300 can be by one or more application application-specific integrated circuit (Application Specific Integrated Circuit, abbreviation ASIC), digital signal processor (Digital Signal Processor, abbreviation DSP), digital signal processing appts (Digital Signal Processing Device, Abbreviation DSPD), programmable logic device (Programmable Logic Device, abbreviation PLD), field programmable gate array (Field Programmable Gate Array, abbreviation FPGA), controller, microcontroller, microprocessor or other electronics member Part is realized, for performing above-mentioned social analysis method.
In a further exemplary embodiment, a kind of computer-readable recording medium including programmed instruction, example are additionally provided Such as include the memory 302 of programmed instruction, above procedure instruction can be performed with completion by the processor 301 of electronic equipment 300 The social analysis method stated.
The preferred embodiment of the disclosure is described in detail above in association with attached drawing, still, the disclosure is not limited to above-mentioned reality The detail in mode is applied, in the range of the technology design of the disclosure, a variety of letters can be carried out to the technical solution of the disclosure Monotropic type, these simple variants belong to the protection domain of the disclosure.
It is further to note that each particular technique feature described in above-mentioned embodiment, in not lance In the case of shield, can be combined by any suitable means, in order to avoid unnecessary repetition, the disclosure to it is various can The combination of energy no longer separately illustrates.
In addition, it can also be combined between a variety of embodiments of the disclosure, as long as it is without prejudice to originally Disclosed thought, it should equally be considered as disclosure disclosure of that.

Claims (10)

  1. A kind of 1. social activity analysis method, it is characterised in that including:
    According to the identity of target person, multiple action messages of the target person are obtained, the action message includes institute State the event of target person triggering and the triggered time of the event;
    For each triggered time, a corresponding time inquiring scope is determined, the time inquiring scope includes the triggering Time;
    Obtain in the range of each time inquiring, the personnel to be analyzed with target person triggering similar events;
    The number that each personnel to be analyzed of statistics occur, the target person and the personnel to be analyzed are established according to the number Between social networks.
  2. 2. according to the method described in claim 1, it is characterized in that, the event is event and/or the transmission location information of checking card Event.
  3. It is 3. according to the method described in claim 1, it is characterized in that, the social networks are close relationship, then described according to institute State number and establish social networks between the target person and the personnel to be analyzed, including:
    Judge whether the number that each personnel to be analyzed occur exceedes preset value;
    The personnel to be analyzed that the number that will appear from exceedes preset value are determined as intimate personnel, establish the target person and the parent Close relationship between close personnel.
  4. It is 4. according to the method described in claim 1, it is characterized in that, the social networks are close relationship, then described according to institute State number and establish social networks between the target person and the personnel to be analyzed, including:
    The most top n personnel to be analyzed of the number that will appear from are determined as intimate personnel, establish the target person and the parent Close relationship between close personnel, N >=1.
  5. 5. method according to any one of claims 1 to 4, it is characterised in that the method further includes:
    Gather in advance and preserve the identity of full complement and corresponding action message, the full complement includes the target Personnel and the personnel to be analyzed.
  6. 6. according to the method described in claim 5, it is characterized in that, the identity for preserving full complement and corresponding work Dynamic information, including:
    The sequencing in the triggered time of the event included according to each action message, sequentially preserves the identity mark of each personnel Knowledge and corresponding action message.
  7. 7. a kind of social activity analytical equipment, it is characterised in that described device includes:
    Action message acquisition module, for the identity according to target person, the multiple activities for obtaining the target person are believed Breath, the action message include the event of target person triggering and the triggered time of the event;
    Time inquiring range determination module, it is described for for each triggered time, determining a corresponding time inquiring scope Time inquiring scope includes the triggered time;
    Personnel's acquisition module to be analyzed, for obtaining in the range of each time inquiring, similar events are triggered with the target person Personnel to be analyzed;
    Social networks establish module, and the number occurred for counting each personnel to be analyzed, the mesh is established according to the number Social networks between mark personnel and the personnel to be analyzed.
  8. 8. device according to claim 7, it is characterised in that the social networks are close relationship, then
    The social networks establish module, for judging whether the number that each personnel to be analyzed occur exceedes preset value;It will go out The personnel to be analyzed that existing number exceedes preset value are determined as intimate personnel, establish the target person and the intimate personnel it Between close relationship.
  9. 9. a kind of computer-readable recording medium, is stored thereon with computer program, it is characterised in that the program is held by processor The step of any one of claim 1 to 6 the method is realized during row.
  10. 10. a kind of electronic equipment, it is characterised in that including:
    Computer-readable recording medium described in claim 9;And
    One or more processor, for performing the program in the computer-readable recording medium.
CN201710953602.2A 2017-10-13 2017-10-13 Social analysis method and device, storage medium, electronic equipment Pending CN107918917A (en)

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CN112149451B (en) * 2019-06-26 2024-02-02 杭州海康威视系统技术有限公司 Affinity analysis method and device
CN111241149A (en) * 2019-12-13 2020-06-05 北京明略软件系统有限公司 Personnel abnormity judgment method and device, electronic equipment and storage medium
CN111241149B (en) * 2019-12-13 2023-02-28 北京明智和术科技有限公司 Personnel abnormity judgment method and device, electronic equipment and storage medium
CN111428045A (en) * 2020-03-06 2020-07-17 北京明略软件系统有限公司 Method and device for constructing knowledge graph, computer storage medium and terminal
CN112115382A (en) * 2020-09-30 2020-12-22 北京格灵深瞳信息技术有限公司 Data processing method and device, storage medium and electronic device
CN112115382B (en) * 2020-09-30 2023-03-10 北京格灵深瞳信息技术股份有限公司 Data processing method and device, storage medium and electronic device
CN112463835A (en) * 2020-12-11 2021-03-09 广东电网有限责任公司 Expert relation searching method and device using incidence relation analysis
CN116546430A (en) * 2023-06-26 2023-08-04 广东天波教育科技有限公司 Affinity judging method based on electronic certificate and related equipment
CN116546430B (en) * 2023-06-26 2023-09-26 广东天波教育科技有限公司 Affinity judging method based on electronic certificate and related equipment

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