CN107342928A - A kind of mechanism friend recommendation method and system - Google Patents

A kind of mechanism friend recommendation method and system Download PDF

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Publication number
CN107342928A
CN107342928A CN201610279218.4A CN201610279218A CN107342928A CN 107342928 A CN107342928 A CN 107342928A CN 201610279218 A CN201610279218 A CN 201610279218A CN 107342928 A CN107342928 A CN 107342928A
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friend recommendation
org
friend
personal
address book
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CN107342928B (en
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张国强
刘旦
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Shanghai Coast Exhibition Service Co Ltd
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Shanghai Coast Exhibition Service Co Ltd
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    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L51/00User-to-user messaging in packet-switching networks, transmitted according to store-and-forward or real-time protocols, e.g. e-mail
    • H04L51/04Real-time or near real-time messaging, e.g. instant messaging [IM]
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/90Details of database functions independent of the retrieved data types
    • G06F16/95Retrieval from the web
    • G06F16/953Querying, e.g. by the use of web search engines
    • G06F16/9535Search customisation based on user profiles and personalisation
    • 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
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L51/00User-to-user messaging in packet-switching networks, transmitted according to store-and-forward or real-time protocols, e.g. e-mail
    • H04L51/21Monitoring or handling of messages
    • H04L51/214Monitoring or handling of messages using selective forwarding
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L51/00User-to-user messaging in packet-switching networks, transmitted according to store-and-forward or real-time protocols, e.g. e-mail
    • H04L51/52User-to-user messaging in packet-switching networks, transmitted according to store-and-forward or real-time protocols, e.g. e-mail for supporting social networking services

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  • Engineering & Computer Science (AREA)
  • Databases & Information Systems (AREA)
  • Signal Processing (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Computing Systems (AREA)
  • Business, Economics & Management (AREA)
  • General Physics & Mathematics (AREA)
  • General Health & Medical Sciences (AREA)
  • Tourism & Hospitality (AREA)
  • Strategic Management (AREA)
  • General Business, Economics & Management (AREA)
  • Primary Health Care (AREA)
  • Marketing (AREA)
  • Human Resources & Organizations (AREA)
  • Economics (AREA)
  • Health & Medical Sciences (AREA)
  • Data Mining & Analysis (AREA)
  • General Engineering & Computer Science (AREA)
  • Information Transfer Between Computers (AREA)

Abstract

The invention discloses the mechanism friend recommendation method and system in a kind of mechanism social intercourse system.This method includes:The cell phone address book data of smart mobile phone where obtaining mechanism client;The internal communication of all mechanisms number and each mechanism number that obtain mechanism social intercourse system is recorded;The telephone number recorded according to cell phone address book and mechanism internal communication and Email structure alternate mechanism friend recommendation set, and the mechanism being optionally in alternate mechanism friend recommendation set sets and recommends weight;Mechanism friend recommendation set is built according to the weight of the set of alternate mechanism friend recommendation and each mechanism element.By the invention it is possible to effectively recommend mechanism good friend that may be interested for organization user so that organization user easily can establish social and cooperative relationship with new mechanism.

Description

A kind of mechanism friend recommendation method and system
Technical field
The present invention relates to the mechanism friend recommendation method and system in internet social activity field, more particularly to a kind of mechanism social intercourse system.
Background technology
Social activity is another big primary demand of the mankind except eating, live, in addition to row.In recent years, online social intercourse system focusing on people has obtained significant progress, such as Facebook, QQ, wechat.Nearly 2 years, also it is developed rapidly in a manner of people-organization's social communication by the public number of wechat for core.And in commercial field, also there is huge demand to the communication doings between organization and organization, current online social product can not also meet this demand.A most important ring is how mechanism platform to organization user recommends potential mechanism as business partner in mechanism social activity, to excavate potential business associate chance.Therefore, need badly and provide a kind of mechanism friend recommendation method and system for mechanism social intercourse system.
The content of the invention
The present invention in order to solve the above technical problems, provide a kind of mechanism friend recommendation method and system, can be organization user effectively recommend may be interested mechanism good friend so that organization user easily can establish cooperative relationship with new mechanism.The technical scheme is as follows:
On the one hand, the present invention proposes a kind of mechanism friend recommendation method, comprises the steps:
The cell phone address book of mobile phone where obtaining mechanism client;
Obtain the internal communication record of all mechanisms number and each mechanism number;
Alternate mechanism friend recommendation set CANDI_RECOMM is built, and the relative weighting of each alternate mechanism good friend in alternate mechanism friend recommendation set is set;
According to the weight structure mechanism friend recommendation set of each mechanism element in the set of alternate mechanism friend recommendation and set.
As a kind of embodiment, the cell phone address book for obtaining mechanism client place mobile phone, including:
Mechanism platform is logged in by the mechanism client of the mobile phone;
Obtain the cell phone address book access rights of the mobile phone;
Obtain the cell phone address book of the mobile phone record.
As a kind of embodiment, mechanism internal communication record, for the contact details of storing mechanism internal members, be stored on mechanism platform be each mechanism number distribution resource.
As a kind of embodiment, further, alternate mechanism friend recommendation set CANDI_RECOMM is built, and the relative weighting of each alternate mechanism good friend in alternate mechanism friend recommendation set is set, including:
The telephone number and Email in cell phone address book are extracted, respectively constitutes set PERSONAL_TEL and PERSONAL_EMAIL;
Each mechanism ORG internal communication is recorded, structure collection for phone numbers INNER_TEL (ORG) and Email set INNER_EMAIL (ORG);
Calculate | PERSONAL_TEL ∩ INNER_TEL (ORG) |=k1, | PERSONAL_TEL ∩ INNER_TEL (ORG) |=k2;
If k1 ≠ 0 | k2 ≠ 0, CANDI_RECOMM=CANDI_RECOMM ∪ { ORG }, while be the mechanism ORG setting weight W (ORG) in alternate mechanism friend recommendation set according to k1 and k2 value alternatively;
After having traveled through all mechanisms number, deleted from alternate mechanism friend recommendation set and log in the existing mechanism good friend set NB (ORG_LOGIN) of mechanism ORG_LOGIN, that is, put CANDI_RECOMM=CANDI_RECOMM-NB (ORG_LOGIN).
As a kind of embodiment, further, the telephone number and Email extracted in cell phone address book, set PERSONAL_TEL and PERSONAL_EMAIL are respectively constituted, including:
PERSONAL_TEL and PERSONAL_EMAIL set is set to be initially empty set;
To each contact person in cell phone address book, its telephone number and Email are obtained, and is added separately to PERSONAL_TEL and PERSONAL_EMAIL set.
On the other hand, the present invention proposes a kind of mechanism friend recommendation system, including mobile phone and mechanism platform,
Wherein, the mobile phone further comprises:
Mechanism client-side program;
Cell phone address book;
Wherein, the mechanism platform further comprises:
Mechanism friend recommendation service routine;
Mechanism number and mechanism internal communication record.
As a kind of embodiment, further, the mobile phone and mechanism platform are connected and interacted in the following manner:
Mechanism client-side program obtains cell phone address book by authorizing;
Pretreated cell phone address book is sent to the mechanism friend recommendation service routine of mechanism platform by mechanism client-side program by network;
The internal communication that mechanism friend recommendation service routine obtains all mechanisms number and mechanism number by authorizing is recorded;
The mechanism friend recommendation set of structure is sent to mechanism client-side program by mechanism friend recommendation service routine by network;
Mechanism client-side program notifies the mechanism friend recommendation set received by mechanism user by rights on UI.
The present invention compared with prior art, has following technique effect using above technical scheme:
By the present invention, mechanism friend recommendation ability effectively can be provided for mechanism social intercourse system, facilitate organization user to find new business partner, establish commercial relations.
The additional aspect of the present invention and advantage will be set forth in part in the description, and these will become apparent from the description below, or be recognized by the practice of the present invention.
Brief description of the drawings
Fig. 1 shows the mechanism friend recommendation method flow diagram according to an embodiment of the present invention;
Fig. 2 shows the alternate mechanism friend recommendation set construction method flow chart according to an embodiment of the present invention;
Alternate mechanism friend recommendation set structure schematic diagrames of the Fig. 3 (a) according to an embodiment of the present invention, the cell phone address book of login mobile phone where illustrated therein is mechanism client, the mechanism client that organization user ORG1 passes through on the mobile phone log in mechanism platform;
Alternate mechanism friend recommendation set structure schematic diagrames of the Fig. 3 (b) according to an embodiment of the present invention, illustrated therein is the existing mechanism friend relations of mechanism ORG1, including ORG2 and ORG3 Liang Ge mechanism good friends;
Alternate mechanism friend recommendation set structure schematic diagrames of the Fig. 3 (c) according to an embodiment of the present invention, the in-house address list of mechanism platform all other mechanism in addition to mechanism ORG1 is illustrated therein is, includes ORG2-ORG6 in-house address list;
Fig. 4 shows the mechanism friend recommendation system graph of a relation according to an embodiment of the present invention.
Embodiment
Embodiments of the present invention are described below in detail, the example of the embodiment is shown in the drawings, wherein same or similar label represents same or similar element or the element with same or like function from beginning to end.Embodiment below with reference to accompanying drawing description is exemplary, is only used for explaining the present invention, and is not construed as limiting the claims.
Those skilled in the art of the present technique are appreciated that unless expressly stated, singulative " one " used herein, "one", " described " and "the" may also comprise plural form.It should be further understood that, the wording " comprising " that uses refers to the feature, integer, step, operation, element and/or component be present in the specification of the present invention, but it is not excluded that in the presence of or addition one or more other features, integer, step, operation, element, component and/or their groups.It should be understood that when we claim element to be " connected " or during " coupled " to another element, it can be directly connected or coupled to other elements, or there may also be intermediary element.In addition, " connection " used herein or " coupling " can include wireless connection or coupling.Wording "and/or" used herein includes any cell of one or more associated list items and all combined.
Those skilled in the art of the present technique are appreciated that unless otherwise defined all terms (including technical term and scientific terminology) used herein have the general understanding identical meaning with the those of ordinary skill in art of the present invention.It should also be understood that those terms defined in such as general dictionary, which should be understood that, has the meaning consistent with the meaning in the context of prior art, and unless defined as here, will not be explained with the implication of idealization or overly formal.
Fig. 1 shows the mechanism friend recommendation method flow diagram according to an embodiment of the present invention, including:
First, organization user logs in mechanism platform using mechanism account by mechanism client-side program, mechanism client-side program obtains the access rights of cell phone address book, the cell phone address book of mobile phone where obtaining mechanism client, and preliminary treatment is passed through to cell phone address book, the data after preliminary treatment are sent to mechanism friend recommendation service routine.For example, preliminary treatment can extract phone number set PERSONAL_TEL in address list and Email set PERSONAL_EMAIL, its process are as follows:PERSONAL_TEL and PERSONAL_EMAIL set is set to be initially empty set;To each contact person in cell phone address book, its telephone number and Email are obtained, and is added separately to PERSONAL_TEL and PERSONAL_EMAIL set.
Secondly, mechanism friend recommendation service routine is authorized, and obtains all mechanisms number and its internal communication record in mechanism platform.The mechanism internal communication record, for the contact details of storing mechanism internal members, such as member name, telephone number, Email addresses;
Then, mechanism friend recommendation the service routine cell phone address book of mobile phone and all mechanisms number and its internal communication record structure alternate mechanism friend recommendation set CANDI_RECOMM according to where the mechanism client after preliminary treatment, and the relative weighting of each alternate mechanism good friend in alternate mechanism friend recommendation set is set;
Finally, mechanism friend recommendation service routine builds mechanism friend recommendation set according to the weight of the set of alternate mechanism friend recommendation and wherein each element.
Fig. 2 shows the flow chart of the alternate mechanism friend recommendation set construction method according to an embodiment of the present invention.Its step is as follows:
(1) telephone number and Email in the cell phone address book of mobile phone where drawing mechanism client, respectively constitutes set PERSONAL_TEL and PERSONAL_EMAIL;
(2) all mechanisms in mechanism platform are sorted by some preset rules, obtains mechanism sequence ORGS;
(3) it is empty set to set alternate mechanism friend recommendation set CANDI_RECOMM;
(4) it is next mechanism number in ORGS to set ORG, if ORG is sky, i.e., in the absence of next mechanism number, then goes to step (9), otherwise goes to step (5);
(5) recorded according to mechanism ORG internal communication, structure collection for phone numbers INNER_TEL (ORG) and Email set INNER_EMAIL (ORG);
(6) calculate | PERSONAL_TEL ∩ INNER_TEL (ORG) |=k1, | PERSONAL_TEL ∩ INNER_TEL (ORG) |=k2;
(7) if k1=0 and k2=0, (4) are gone to step, otherwise, are gone to step (8);
(8) CANDI_RECOMM=CANDI_RECOMM ∪ { ORG }, alternatively simultaneously, it is the mechanism ORG setting weight W (ORG) in alternate mechanism friend recommendation set according to k1 and k2 value, the weight can be gone to step (4) with k1 and k2 positive correlations.
(9) CANDI_RECOMM=CANDI_RECOMM-NB (ORG_LOGIN), wherein NB (ORG_LOGIN) is the existing mechanism good friend set of login mechanism ORG_LOGIN to be recommended, and this step ensures that the mechanism in alternate mechanism friend recommendation set is not logged on the existing mechanism good friend of mechanism number.
Fig. 3 (a) to Fig. 3 (b) shows the mechanism friend recommendation schematic diagram according to an embodiment of the present invention.Fig. 3 (a) is the cell phone address book of login mobile phone where mechanism client, and the mechanism client that organization user ORG1 passes through on the mobile phone logs in mechanism platform;Fig. 3 (b) is the existing mechanism friend relations of mechanism ORG1, including ORG2 and ORG3 Liang Ge mechanism good friends;Fig. 3 (c) is the in-house address list of mechanism platform all other mechanism in addition to mechanism ORG1, includes ORG2-ORG6 in-house address list.Mechanism friend recommendation method according to the present invention, after organization user ORG1 logs in mechanism platform in described login mobile phone, the cell phone address book shown in Fig. 3 (a) is obtained, and cell phone address book is transferred to the mechanism friend recommendation program of mechanism platform after pretreatment.PERSONAL_TEL={ 13133333333,13244444444,13355555555,13477777777 }, PERSONAL_EMAIL = {zhangsan@org.com,lisi@org.com,wangwu@org.com,liuqi@org.com} After performing the algorithm described in Fig. 2, CANDI_RECOMM={ ORG4, ORG5 }, it is overlapping with PERSONAL_TEL and PERSONAL_EMAIL due to the phone of two members (Li Si and Liu seven) and Email in ORG4 internal communication record be present, and only existed in ORG5 internal communication record member (king five) phone and Email it is overlapping with PERSONAL_TEL and PERSONAL_EMAIL, therefore the weight satisfaction of the Liang Ge mechanisms in alternate mechanism friend recommendation set:W(ORG4)>W(ORG5)., should preferential recommendation ORG4 when mechanism friend recommendation service routine recommends mechanism good friend to mechanism ORG1.
Fig. 4 shows the mechanism friend recommendation system schematic diagram according to an embodiment of the present invention.System is made up of mobile phone and mechanism platform.The mobile phone is smart mobile phone, is provided with mechanism client-side program.The mobile phone also includes cell phone address book.Mechanism platform includes mechanism friend recommendation service routine and one group of mechanism number, and each mechanism number includes mechanism internal communication record, the communication contact mode for storing mechanism internal members.Mobile phone can access network by various ways such as 3G, 4G, 5G or WIFI, so as to be connected with mechanism platform.The working method of whole system is as follows:Mechanism user logs in mechanism platform by the mechanism client-side program of place mobile phone, mechanism client-side program obtains the cell phone address book for authorizing and accessing place mobile phone, and pretreated cell phone address book is sent to the mechanism friend recommendation service routine of mechanism platform;Mechanism friend recommendation service routine obtains the in-house address list for authorizing all registered mechanisms in access mechanism platform, the algorithm structure alternate mechanism friend recommendation set according to Fig. 2;Mechanism friend recommendation service routine is finally sent to the mechanism client-side program of mobile phone terminal according to the preset strategy of system using the set of alternate mechanism friend recommendation or its subset as mechanism friend recommendation set;After mechanism client-side program receives mechanism friend recommendation set, presented with suitable opportunity in the appropriate location of mechanism client.
Can be that organization user effectively recommends possible mechanism good friend interested so that organization user easily can establish social and cooperative relationship with new mechanism by technical scheme proposed by the invention.
Those skilled in the art of the present technique are appreciated that the present invention can be related to the equipment for performing one or more operations in operation described herein.The equipment can specially be designed and manufactured for required purpose, or can also include the known device in all-purpose computer, and the all-purpose computer be activated or reconstructed with having the procedure selection being stored in it.Such computer program can be stored in equipment (such as, computer) in computer-readable recording medium or it is stored in suitable for storage e-command and is coupled to respectively in any kind of medium of bus, the computer-readable medium includes but is not limited to any kind of disk (including floppy disk, hard disk, CD, CD-ROM and magneto-optic disk), immediately memory (RAM), read-only storage (ROM), electrically programmable ROM, electrically erasable ROM (EPROM), electrically erasable ROM (EEPROM), flash memory, magnetic card or light card.Computer-readable recording medium includes being used for any organization to store or transmit information in the form of readable by equipment (for example, computer).For example, computer-readable recording medium includes memory (RAM), read-only storage (ROM), magnetic disk storage medium, optical storage medium, flash memory device, signal (such as carrier wave, infrared signal, data signal) of propagation etc. in the form of electricity, light, sound or other immediately.
Those skilled in the art of the present technique are appreciated that the combination that the frame in each frame and these structure charts and/or block diagram and/or flow graph in these structure charts and/or block diagram and/or flow graph can be realized with computer program instructions.These computer program instructions can be supplied to the processor of all-purpose computer, special purpose computer or other programmable data processing methods to generate machine, so as to create the method specified in frame or multiple frames for realizing structure chart and/or block diagram and/or flow graph by computer or the processor of other programmable data processing methods come the instruction performed.
Those skilled in the art of the present technique are appreciated that the various operations discussed in the present invention, method, the step in flow, measure, scheme can be replaced, changed, combined or deleted.Further, there is the various operations discussed in the present invention, method, other steps in flow, measure, scheme can also be replaced, changed, reset, decompose, combine or deleted.Further, it is of the prior art have can also be replaced, changed, reset, decomposed, combined or deleted with the step in the various operations disclosed in the present invention, method, flow, measure, scheme.
Described above is only some embodiments of the present invention; it should be pointed out that for those skilled in the art, under the premise without departing from the principles of the invention; some improvements and modifications can also be made, these improvements and modifications also should be regarded as protection scope of the present invention.

Claims (7)

  1. A kind of 1. mechanism friend recommendation method, it is characterised in that comprise the steps:
    The cell phone address book of mobile phone where obtaining mechanism client;
    Obtain the internal communication record of all mechanisms number and each mechanism number;
    Alternate mechanism friend recommendation set CANDI_RECOMM is built, and is set every in alternate mechanism friend recommendation set The relative weighting of individual alternate mechanism good friend;
    Mechanism friend recommendation set is built according to the weight of the set of alternate mechanism friend recommendation and each element.
  2. 2. the method as described in claim 1, it is characterised in that the mobile communication for obtaining mechanism client place mobile phone Record, including:
    Mechanism platform is logged in by the mechanism client of the mobile phone;
    Obtain the cell phone address book access rights of the mobile phone;
    Obtain the cell phone address book of the mobile phone record.
  3. 3. the method as described in claim 1, it is characterised in that the mechanism internal communication record, inside storing mechanism The contact details of member, be stored on mechanism platform be the distribution of each mechanism number resource.
  4. 4. the method as described in claim 1, it is characterised in that structure alternate mechanism friend recommendation set CANDI_RECOMM, and the relative weighting of each alternate mechanism good friend in alternate mechanism friend recommendation set is set, including:
    Extract cell phone address book in telephone number and Email, respectively constitute set PERSONAL_TEL with PERSONAL_EMAIL;
    Each mechanism ORG internal communication is recorded, structure collection for phone numbers INNER_TEL (ORG) and Email collection Close INNER_EMAIL (ORG);
    Calculate | PERSONAL_TEL ∩ INNER_TEL (ORG) |=k1, | PERSONAL_TEL ∩ INNER_TEL (ORG) |=k2;
    If k1 ≠ 0 | k2 ≠ 0, CANDI_RECOMM=CANDI_RECOMM ∪ { ORG }, while alternatively, according to k1 and k2 Value for the alternative mechanism ORG recommended in mechanism good friend set, weight W (ORG) is set;
    Deleted from alternate mechanism friend recommendation set and log in the existing mechanism good friend set of mechanism ORG_LOGIN NB (ORG_LOGIN), that is, put CANDI_RECOMM=CANDI_RECOMM-NB (ORG_LOGIN).
  5. 5. method as claimed in claim 4, it is characterised in that the telephone number extracted in cell phone address book and electronics postal Part, set PERSONAL_TEL and PERSONAL_EMAIL are respectively constituted, including:
    PERSONAL_TEL and PERSONAL_EMAIL set is set to be initially empty set;
    To each contact person in cell phone address book, its telephone number and Email are obtained, and be added separately to PERSONAL_TEL Gather with PERSONAL_EMAIL.
  6. A kind of 6. mechanism friend recommendation system, it is characterised in that including mobile phone and mechanism platform, wherein,
    Mobile phone further comprises:
    Mechanism client-side program;
    Cell phone address book;
    Mechanism platform further comprises:
    Mechanism friend recommendation service routine;
    Mechanism number and mechanism internal communication record.
  7. 7. mechanism friend recommendation system as claimed in claim 6, it is characterised in that the mobile phone and mechanism platform are by following Mode is connected and interacted:
    Mechanism client-side program obtains cell phone address book by authorizing;
    Pretreated cell phone address book is sent to the mechanism good friend of mechanism platform by mechanism client-side program by network Recommendation service program;
    The internal communication that mechanism friend recommendation service routine obtains all mechanisms number and mechanism number by authorizing is recorded;
    The mechanism friend recommendation set of structure is sent to mechanism client journey by mechanism friend recommendation service routine by network Sequence;
    Mechanism client-side program notifies the mechanism friend recommendation collection received by mechanism user by rights on UI Close.
CN201610279218.4A 2016-04-29 2016-04-29 organization friend recommendation method and system Active CN107342928B (en)

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Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101976263A (en) * 2010-11-16 2011-02-16 北京开心人信息技术有限公司 Method and system for user to recommend friends to friends in social networking site
CN102510551A (en) * 2011-09-30 2012-06-20 奇智软件(北京)有限公司 Method and device for automatic recommendation of friends in mobile communication tool

Patent Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN101976263A (en) * 2010-11-16 2011-02-16 北京开心人信息技术有限公司 Method and system for user to recommend friends to friends in social networking site
CN102510551A (en) * 2011-09-30 2012-06-20 奇智软件(北京)有限公司 Method and device for automatic recommendation of friends in mobile communication tool

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