CN109996192A - Information recommendation method, device and computer readable storage medium based on cohesion - Google Patents
Information recommendation method, device and computer readable storage medium based on cohesion Download PDFInfo
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- CN109996192A CN109996192A CN201810000945.1A CN201810000945A CN109996192A CN 109996192 A CN109996192 A CN 109996192A CN 201810000945 A CN201810000945 A CN 201810000945A CN 109996192 A CN109996192 A CN 109996192A
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L61/00—Network arrangements, protocols or services for addressing or naming
- H04L61/45—Network directories; Name-to-address mapping
- H04L61/4594—Address books, i.e. directories containing contact information about correspondents
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L67/00—Network arrangements or protocols for supporting network services or applications
- H04L67/50—Network services
- H04L67/55—Push-based network services
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04W—WIRELESS COMMUNICATION NETWORKS
- H04W4/00—Services specially adapted for wireless communication networks; Facilities therefor
- H04W4/12—Messaging; Mailboxes; Announcements
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04W—WIRELESS COMMUNICATION NETWORKS
- H04W8/00—Network data management
- H04W8/22—Processing or transfer of terminal data, e.g. status or physical capabilities
- H04W8/24—Transfer of terminal data
- H04W8/245—Transfer of terminal data from a network towards a terminal
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04W—WIRELESS COMMUNICATION NETWORKS
- H04W8/00—Network data management
- H04W8/26—Network addressing or numbering for mobility support
Abstract
The invention discloses a kind of information recommendation method based on cohesion, device and storage mediums.Method comprises determining that the first user identifier associated with candidate communication logo collection, and determines second user mark associated with destinations traffic mark, and the candidate communication logo collection includes at least one candidate communication mark；The cohesion of first user identifier and second user mark is determined using the first transinformation content and the second transinformation content, first transinformation content is the corresponding transinformation content of first user identifier, and second transinformation content is the transinformation content between first user identifier and second user mark；Determine recommendation communication identifier corresponding with the cohesion in the candidate communication logo collection.
Description
Technical field
The present invention relates to wireless communication field more particularly to it is a kind of by the information recommendation method of cohesion, device and based on
Calculation machine readable storage medium storing program for executing.
Background technique
Currently, user is when using double-terminal or major-minor number, it will usually with the people of different number and different relationships
It contacts, for example, number A, for contacting with friends and family or workplace, number B with express delivery, various intermediaries for contacting or respectively
The registration of the kind network platform, verifying etc..The people of different number and different relationships can be used to contact for user, such as: number A is usually used
It is contacted in acquaintance, number B is commonly used in and stranger's connection.
This using under the scene of multiple numbers, when to call or call back a telephone number, since oneself is not remembered
Which corresponding number of which card obtained, it is easy to occur unclear or forgets use which number contact with object contact person,
Such as: for the contact person of address list, it is possible to there is no additional records or remarks to the contact person in storage, it may when dialing
Which which can forget using number, at this time, it may be necessary to consider number used；Or for strange number, do not know to answer when dialing
This is dialed using which number.In the above scenario, terminal or network will not active warning user which number used
It goes to be communicated with destination number.
Summary of the invention
To solve existing technical problem, the embodiment of the present invention provides a kind of information recommendation side based on cohesion
Method, device and computer readable storage medium, according to number with the cohesion intelligent selection of target user and recommendation for communicating
Code does not need user's memory or manually selects.
The technical solution of the embodiment of the present invention is achieved in that
The embodiment of the present invention provides a kind of information recommendation method based on cohesion, which comprises
Determine the first user identifier associated with candidate communication logo collection, and determination is associated with destinations traffic mark
Second user mark, the candidate communication logo collection include at least one candidate communication mark；
First user identifier and the second user are determined using the first transinformation content and the second transinformation content
The cohesion of mark, first transinformation content are the corresponding transinformation content of first user identifier, and described second hands over
Mutual information is the transinformation content between first user identifier and second user mark；
Determine recommendation communication identifier corresponding with the cohesion in the candidate communication logo collection.
It is described to determine first user identifier using the first transinformation content and the second transinformation content in above scheme
With the second user mark cohesion include:
It determines the corresponding first information component of each type of interaction in first transinformation content, and determines that described second hands over
Corresponding second information component of each type of interaction in mutual information；
It is determined using the corresponding first information component of each type of interaction and corresponding second information component of each type of interaction each
The cohesion of type of interaction；
Using the cohesion of each type of interaction and the cohesion factor of each type of interaction determine first user identifier and
The cohesion of the second user mark.
It is described to determine first user identifier using the first transinformation content and the second transinformation content in above scheme
With the second user mark cohesion include:
Determine third user identifier, the third user identifier respectively with first user identifier and the second user
There are information exchanges for mark；
Utilize the third interaction letter between first transinformation content, first user identifier and third user identifier
Breath amount determines the first cohesion of first user identifier and the third user identifier, utilizes the third user identifier pair
The 5th transinformation content between the 4th transinformation content, the third user identifier and second user mark answered determines
Second cohesion of the third user identifier and second user mark；
First user identifier and the second user are determined using first cohesion and second cohesion
The cohesion of mark.
In above scheme, recommendation communication mark corresponding with the cohesion in the determination candidate communication logo collection
Knowledge includes:
Determine cohesion range belonging to the cohesion；
Determine candidate communication corresponding with cohesion range belonging to the cohesion in the candidate communication logo collection
It is identified as the recommendation communication identifier.
The embodiment of the present invention also provides a kind of information recommending apparatus based on cohesion, described device comprise determining that unit,
Computing unit and recommendation unit；Wherein,
The determination unit, for determining associated with candidate communication logo collection the first user identifier, and determine with
Destinations traffic identifies associated second user mark, and the candidate communication logo collection includes at least one candidate communication mark
Know；
The computing unit, for determining that first user marks using the first transinformation content and the second transinformation content
Know and the cohesion of second user mark, first transinformation content are the corresponding interaction letter of first user identifier
Breath amount, second transinformation content are the transinformation content between first user identifier and second user mark；
The recommendation unit, for determining recommendation communication corresponding with the cohesion in the candidate communication logo collection
Mark.
The embodiment of the present invention also provides a kind of information recommending apparatus based on cohesion, and described device includes: processor, deposits
Reservoir；The computer program that can be run on the processor is stored on the memory；
Wherein, the processor is for executing when running the computer program:
Determine the first user identifier associated with candidate communication logo collection, and determination is associated with destinations traffic mark
Second user mark, the candidate communication logo collection include at least one candidate communication mark；
First user identifier and the second user are determined using the first transinformation content and the second transinformation content
The cohesion of mark, first transinformation content are the corresponding transinformation content of first user identifier, and described second hands over
Mutual information is the transinformation content between first user identifier and second user mark；
Determine recommendation communication identifier corresponding with the cohesion in the candidate communication logo collection.
In above scheme, when the processor is used to run the computer program, execution is described to utilize the first interaction letter
Breath amount and the second transinformation content determine that the cohesion of first user identifier and second user mark includes:
It determines the corresponding first information component of each type of interaction in first transinformation content, and determines that described second hands over
Corresponding second information component of each type of interaction in mutual information；
It is determined using the corresponding first information component of each type of interaction and corresponding second information component of each type of interaction each
The cohesion of type of interaction；
Using the cohesion of each type of interaction and the cohesion factor of each type of interaction determine first user identifier and
The cohesion of the second user mark.
In above scheme, when the processor is used to run the computer program, execution is described to utilize the first interaction letter
Breath amount and the second transinformation content determine that the cohesion of first user identifier and second user mark includes:
Determine third user identifier, the third user identifier respectively with first user identifier and the second user
There are information exchanges for mark；
First user identifier and the third are determined using first transinformation content and third transinformation content
First cohesion of user identifier, and obtain the third user identifier and second user mark corresponding second intimately
Degree, the third transinformation content are the transinformation content of first user identifier and the third user identifier；
First user identifier and the second user are determined using first cohesion and second cohesion
The cohesion of mark.
In above scheme, the processor is described candidate logical for when running the computer program, executing the determination
Recommendation communication identifier corresponding with the cohesion includes: in letter logo collection
Determine cohesion range belonging to the cohesion；
Determine candidate communication corresponding with cohesion range belonging to the cohesion in the candidate communication logo collection
It is identified as the recommendation communication identifier.
The embodiment of the present invention also provides a kind of computer readable storage medium, is stored thereon with computer program, the meter
The step of calculation machine program realizes any of the above-described method when being executed by processor.
Information recommendation method based on cohesion, device and computer readable storage medium provided in an embodiment of the present invention,
Under the scene interacted there are multiple candidate communications mark with destinations traffic mark, the cohesion based on user and target user is certainly
It is dynamic that user is helped to automatically select a communication identifier and destinations traffic ID association；In this way, based on cohesion intelligent selection and pushing away
The number for communication is recommended, user does not need to remember or manually select, and improves the communication experiences of user.
Meanwhile when calculating the cohesion of the first user identifier and second user mark, pass through the first user identifier itself
Transinformation content between corresponding transinformation content and the first user identifier and second user mark determines the intimate of the two
Degree so, it is possible the cohesion for accurately calculating destinations traffic mark and user itself, improve the accuracy of cohesion, improve
The accuracy of recommendation.
Detailed description of the invention
In attached drawing (it is not necessarily drawn to scale), similar appended drawing reference can describe phase in different views
As component.Attached drawing generally shows each embodiment discussed herein by way of example and not limitation.
Fig. 1 is the information recommendation method flow diagram based on cohesion of the embodiment of the present invention；
Fig. 2 is the information recommending apparatus structural schematic diagram based on cohesion of the embodiment of the present invention；
Fig. 3 is the information recommendation system structural schematic diagram based on cohesion of the embodiment of the present invention；
Fig. 4 is the information recommending apparatus hardware structural diagram based on cohesion of the embodiment of the present invention.
Specific embodiment
The present invention is described in further detail again with reference to the accompanying drawings and embodiments.
In embodiments of the present invention, the first user identifier associated with candidate communication logo collection, determining and mesh are determined
Mark the associated destinations traffic mark of communication identifier；Determine that described first uses using the first transinformation content and the second transinformation content
The cohesion of family mark and destinations traffic mark, first transinformation content are the corresponding friendship of first user identifier
Mutual information, second transinformation content are the interactive information between first user identifier and destinations traffic mark
Amount；Determine recommendation communication identifier corresponding with the cohesion in the candidate communication logo collection, the candidate communication mark
Set includes that at least one candidate communication identifies.
The scheme of the embodiment of the present invention, under the scene interacted there are multiple candidate communications mark with destinations traffic mark,
Cohesion based on user and target user helps user to automatically select a communication identifier and destinations traffic ID association automatically；
In this way, user does not need to remember or manually select, the communication experiences of user are improved.
The embodiment of the present invention provides a kind of method based on cohesion recommendation information, as shown in Figure 1, this method comprises:
Step 101 determines the first user identifier associated with candidate communication logo collection, and determining and destinations traffic mark
Sensible associated second user mark；
The candidate communication logo collection includes at least one candidate communication mark.Candidate communication is identified as when being communicated
The communication identifier of communication initiator's identity.Such as: when user inputs number to be made a phone call as destinations traffic mark at the terminal
When knowledge, the card number for the multiple SIM card that terminal itself is inserted into is respectively candidate communications identification；When in tool, there are two login accounts
When being communicated in one application program with target account, the two accounts are respectively candidate communication mark.Destinations traffic is identified as
The communication identifier of communication receiver when being communicated, such as: called number, mailbox posting address etc..
In some embodiments, it after terminal determines destinations traffic mark, determines logical with target in candidate communication logo collection
Beacon is known, and there is the candidate communication of history intersection record to be identified as recommendation communication identifier；Or it determines and has in candidate communication logo collection
There is the candidate communication of destinations traffic label to be identified as recommendation communication identifier, wherein destinations traffic label is the destinations traffic mark
Know corresponding communication tags.
In above step, terminal is determining that can detect whether there is in candidate communication logo collection when recommending communication identifier
With destinations traffic mark there is the candidate communication of history intersection record to identify, when it is present, shows destinations traffic mark and have
The Relationship Comparison of interactive candidate communication mark is intimate, and user exists logical using the mark of the candidate communication with interaction and target
Beacon knows the possibility communicated, there is the candidate communication mark of interaction to be used as this and communication identifier is recommended to recommend user and mesh
Mark communication identifier is communicated.Here, candidate communication mark identifies interacted application program directly using logical with destinations traffic
Beacon knowledge interacts.
Terminal also can detect in candidate communication logo collection when determining recommendation communication identifier with the presence or absence of logical with target
The communication identifier of beacon label can will be identified with the candidate communication of destinations traffic label as recommendation communication identifier when it is present
User is recommended to communicate with destinations traffic mark.Here, communication tags that can be different by express delivery, take-away, stranger etc.
Classify to destinations traffic mark, and setting communication tags are identified by each candidate communication and show that each candidate communication mark is suitable
Range is communicated with reminding user to correspond to different destinations traffic marks using different candidate communication marks, wherein
The communication tags that destinations traffic identifies are known as destinations traffic label.When the candidate communication mark 1 in candidate communication logo collection
Communication tags include: classmate, teacher, colleague, the communication tags of candidate communication mark 2 include: express delivery, ad promotions, take-away,
It is logical including target in the communication tags of candidate communication mark 2 when it is ad promotions that destinations traffic, which identifies corresponding communication tags,
Beacon label, by candidate communication mark 2 as recommending communication identifier to recommend user, to be communicated with destinations traffic mark.This
In, directly it can also determine that the corresponding candidate communication of the destinations traffic label identifies according to destinations traffic label, by determining candidate
Communication identifier is as recommendation communication identifier.
Destinations traffic can be identified when determining destinations traffic label and be reported to server, pass through the logical of server by terminal
Beacon label count to obtain the destinations traffic label of destinations traffic mark.
In embodiments of the present invention, terminal is detected to exist with destinations traffic mark and be gone through after determining destinations traffic mark
History interaction, or determine that there is the candidate for being suitable for destinations traffic mark in candidate's notice logo collection leads to according to destinations traffic label
Beacon is known, then directly pushes away candidate communication mark used in history interaction or the candidate communication mark with destinations traffic label
It recommends and does not need the recommendation communication identifier that user manually goes selection to be communicated with destinations traffic mark to user, improve user
Communication experiences.
In practical applications, terminal can detect simultaneously in candidate communication logo collection with the presence or absence of with destinations traffic identify into
The candidate communication of row interaction is identified and is identified with the presence or absence of the candidate communication with destinations traffic label, when the two all meets,
One of detection mode can be selected to determine recommendation communication identifier according to the detection mode priority of setting；When the two is all discontented
When sufficient, the cohesion of the first user identifier and second user mark is calculated by server.
Server determines corresponding with candidate communication set the first user identifier before calculating cohesion, and determine and
Destinations traffic identifies corresponding second user mark.Wherein it is determined that the first user identifier and second user the step of identifying, can be
Terminal local is completed, and can also be completed in server end.When terminal local is completed, terminal is true according to candidate communication logo collection
Fixed first user identifier identifies according to destinations traffic and determines second user mark, the first determining user identifier and second are used
Family mark is sent to server.When server end is completed, terminal sends out candidate communication logo collection and destinations traffic mark
It send to server, server determines that first uses according to the candidate communication logo collection and destinations traffic logo collection received respectively
Family mark and second user mark.
When determining the first user identifier according to candidate communication logo collection, marked according to candidate communication logo collection and user
The incidence relation of knowledge determines the first user identifier associated with candidate communication logo collection, and is identified according to targeted candidate communication
Determine that second user associated with destinations traffic mark identifies with the incidence relation of user identifier.First user identifier is that will wait
The candidate communication in communication identifier set is selected to identify as the user identifier in application program associated by register account number, for marking
Know the identity that candidate communication identifies corresponding user.Second user is identified as destinations traffic mark as register account number institute
User identifier in associated application program identifies the identity of corresponding user for identifying destinations traffic.Communication identifier
It may include the mark of the forms such as phone number, mailbox, user identifier may include the mark such as WeChat ID, Fetion number, email address.
It does not include communication identifier itself in determining user identifier when determining the corresponding user identifier of communication identifier, than
Such as: when communication identifier is telephone number, user identifier can for WeChat ID, Fetion number, email address etc. with it is telephone number associated
Account.For another example: when communication identifier is mailbox, user identifier can be User ID, and user name, telephone number etc. and mailbox are associated
Account.
First user identifier may include candidate communication mark or part candidate communication all in candidate communication logo collection
Identify associated user identifier.Such as: it include that candidate communication mark 1 and candidate communication identify 2 in candidate communication logo collection,
In wechat, the first user identifier is associated with the candidate communication mark 1 in candidate communication logo collection.In mailbox, first
User identifier is associated with the candidate communication mark 2 in candidate communication logo collection.In embodiments of the present invention, to candidate communication
The quantity of candidate communication mark in logo collection is not limited.
Step 102 determines first user identifier and described using the first transinformation content and the second transinformation content
The cohesion of second user mark；
First transinformation content be the corresponding transinformation content of first user identifier, i.e. the first user identifier with
The transinformation content of all user identifier interactions；Second transinformation content is first user identifier and described second
Transinformation content between user identifier.
Based on this, in one embodiment, described in the first transinformation content of server by utilizing and the determination of the second transinformation content
The cohesion of first user identifier and second user mark comprises determining that each type of interaction in first transinformation content
Corresponding first information component, and determine corresponding second information component of each type of interaction in second transinformation content；Benefit
Each type of interaction is determined with the corresponding first information component of each type of interaction and corresponding second information component of each type of interaction
Cohesion；First user identifier and institute are determined using the cohesion of each type of interaction and the cohesion factor of each type of interaction
State the cohesion of second user mark.
Different type of interaction corresponds to different types of application program, and different types of application program can pass through different type
User identifier identify user identity.Such as: wechat identifies that user identity, Fetion are known by Fetion number by WeChat ID
Other user identity, mailbox identify user identity by email address.The first user identifier is obtained in the application of distinct interaction type
Transinformation content in program obtains the corresponding first information component of each type of interaction, and obtains the first user identifier and second
User identifier obtains corresponding second information component of each type of interaction in the transinformation content of distinct interaction type.It is handed over for one
It is corresponding intimate to calculate the type of interaction using the corresponding first information component of the type of interaction and the second information component for mutual type
Degree can be by calculations such as logarithmic function, exponential functions with first information component and the second information point when calculating cohesion
Amount obtains cohesion as parameter.In the embodiment of the present invention, cohesion is calculated by first information component and the second information component
Circular without limit.After the cohesion for determining each type of interaction, pass through the parent of each type of interaction of setting
Density factor is weighted to obtain the first user identifier and second user mark to the corresponding cohesion of each type of interaction
Cohesion, wherein the cohesion factor of each type of interaction of setting and be 1.Here, the calculation method of weighted calculation without
It limits.Can the cohesion factor according to actual needs to each type of interaction be configured, such as: it is corresponding according to each type of interaction
The frequency of use of application program is configured, and is not limited to the installation warrants of the cohesion factor.
First transinformation content and the second transinformation content can be the transinformation content fixed time in section set, when the setting
Between the duration of section can be configured according to actual needs.
It is answered it should be noted that application program belonging to the first transinformation content and the second transinformation content is known as interaction
With program, it will be determined whether that the application program with history intersection record is known as direct application program, direct application program is logical
The application program that communication identifier interacts is crossed, interactive application is by being handed over the associated user identifier of communication identifier
Mutual application program.Such as: communication identifier is phone number, and user identifier is WeChat ID, Fetion number, email address, at this point, directly
Connecing application program is the application program by communication identifier interaction such as log, short message, and interactive application is wechat, flies
The application program that letter, mailbox etc. pass through user identifier interaction.
It is in one embodiment, described to determine the first use using the first transinformation content and the second transinformation content based on this
The cohesion of family mark and second user mark comprises determining that third user identifier, the third user identifier respectively with
There are information exchanges for first user identifier and second user mark；Utilize first transinformation content, described
Third transinformation content between one user identifier and the third user identifier determines first user identifier and described
First cohesion of three user identifiers utilizes corresponding 4th transinformation content of the third user identifier, the third user
The 5th transinformation content between mark and second user mark determines the third user identifier and the second user
Second cohesion of mark；First user identifier and described is determined using first cohesion and second cohesion
The cohesion of second user mark.
When transinformation content is not present between the first user identifier in interactive application and second user mark, search
All there is the third user identifier of information exchange with the first user identifier and second user mark, here, the process of lookup can be by
Terminal combination server is realized, can also be implemented separately by server end.At this point, determining the first user identifier and third user identifier
The first cohesion, and determine the second cohesion of third user identifier and second user mark, utilize the first cohesion and the
The cohesion of the first user identifier and second user mark is calculated in two cohesions.
Server can directly acquire the 4th transinformation content, the third of third user identifier when calculating the second cohesion
5th transinformation content of user identifier and second user mark obtains the second cohesion.
In practical applications, multiple third user identifiers can be existed simultaneously, are calculated respectively by each third user identifier
The cohesion of multiple first user identifiers and second user mark, point cohesion that the first user identifier and second user are identified
It is weighted.
Here, server is in the calculation method of the first user identifier of calculating and the first cohesion of third user identifier, meter
The calculation method and above-mentioned first user identifier and second for calculating the first cohesion of third user identifier and second user mark are used
The calculation method that the cohesion that the first user identifier and second user identify is calculated when having interactive between the mark of family is identical.
In embodiments of the present invention, when the interaction of information is not present between the first user identifier and second user mark,
It can determine that the first user marks by the third user identifier with the first user identifier and second user mark there are information exchange
Know and therefore the cohesion of second user mark can accurately calculate the first user identifier there is no any information exchange
Cohesion between second user mark.
Step 103 determines recommendation communication identifier corresponding with the cohesion in the candidate communication logo collection.
It is specifically as follows in step 103, determines cohesion range belonging to the cohesion；Determine the candidate communication mark
Know candidate communication corresponding with cohesion range belonging to the cohesion in set and is identified as the recommendation communication identifier.This
In, each candidate communication can be set and identify corresponding cohesion range, the cohesion that the first user identifier and second user are identified
Affiliated cohesion range corresponding candidate communication mark is determined as recommending communication identifier, to user recommend with destinations traffic mark
Knowledge interacts.
It in practical applications, can after the cohesion of the first user identifier and second user mark is calculated in server
Recommendation communication identifier corresponding with the cohesion in the candidate communication logo collection is directly determined according to cohesion, can also will be counted
The cohesion of calculation is sent to terminal, by terminal come according to cohesion determine in the candidate communication logo collection with the cohesion pair
The recommendation communication identifier answered.
The information recommendation method provided through the embodiment of the present invention can be recommended to be led to automatically in multiple candidate numbers
The number of letter, by taking candidate communication is identified as phone number as an example, candidate communication logo collection includes phone number 1 and phone number
2, when making a phone call, the phone dialed i.e. destinations traffic is identified as telephone number 3.At this point, calculating and phone number 1, hand
The associated user identifier 1 of machine number 2 and the cohesion between the associated user identifier 2 of phone number 3 are determined according to cohesion
Phone number 1 or cell-phone number 2 are recommended into user to communicate with phone number 3.Wherein, user identifier 1 includes mobile phone
The corresponding WeChat ID 1 of number 1, the corresponding email address 2 of phone number 2, user identifier 2 include the corresponding wechat of phone number 3
Numbers 2 and email address 2.
Information recommendation method provided in an embodiment of the present invention based on cohesion, according to logical with the candidate of terminal device itself
Believe associated first user identifier of logo collection and second user associated with destinations traffic mark mark to determine first
The cohesion of user identifier and second user mark chooses time corresponding with the cohesion calculated in candidate communication logo collection
Select communication identifier as the communication identifier recommended, thus there are the fields that multiple candidate communications mark is interacted with destinations traffic mark
Under scape, the cohesion based on user and target user helps user to automatically select a communication identifier and destinations traffic mark automatically
Connection；In this way, user does not need to remember or manually select, the communication experiences of user are improved.
Meanwhile when calculating the cohesion of the first user identifier and second user mark, pass through the first user identifier itself
Transinformation content between corresponding transinformation content and the first user identifier and second user mark determines the intimate of the two
Degree so, it is possible the cohesion for accurately calculating destinations traffic mark and user itself, improve the accuracy of cohesion, improve
The accuracy of recommendation.
The present invention is explained in detail again below with reference to an Application Example.
Communication identifier in this application embodiment is phone number, here, the candidate communication in candidate communication logo collection
Mark includes number 1, number 2 and number 3.
In this application embodiment, first judge whether there is and the history intersection record of destination number or the communication of destination number
Label directly determines the telephone number of connection when it is present；When it be not present, the intimate of destination number and active user is calculated
Degree, the telephone number of connection is determined according to the cohesion of calculating.Specifically, including:
Whether step 1, inquiry terminal once used a certain number and target user's number dealing, and dealing here is to beat electricity
Words beat short message, or whether have contact number label in address list, if so, for example once " number 1 " is used to beat therewith
It crosses phone or sent out short message, or indicate that " number 2 " is used to contact with destination number labeled as " number 2 ", then directly recommend once to make
Used number or lable number are contacted with destination number, except non-user is modified；
If step 2, terminal and target user's number are both recorded without history call, short message, also marked without contact number,
Whether once there is the interbehavior of other social applications with target user's number in server end inquiry terminal.
If terminal and target user's number have behavioral data in other social applications, server is according to these behavior numbers
According to calculating cohesion.Wherein, terminal itself corresponds to the first user i, and target user's number corresponds to second user j, candidate communication mark
The first user identifier for knowing set associative includes WeChat ID 1 and Fetion number 1 and email address 1, and the first user identifier is the first use
The User Identity of family i；The second user mark of target user's number-associated includes WeChat ID 2 and Fetion number 2 and mailbox
Location 2, second user are identified as the User Identity of second user j, specifically:
The behavioral data of the server inquiry various social applications such as the first user i and second user j.It is micro- with social application
For letter and Fetion and mailbox etc., i.e., type of interaction includes wechat and Fetion and mailbox.The first user is counted using WeChat ID 1
All wechat session total byte sizes of i are x, the i.e. corresponding first information component of wechat, are united using WeChat ID 1 and WeChat ID 2
The wechat session byte-sized for counting the first user i and second user j is xj, i.e. corresponding second information component of wechat；Using with
All and Fetion session total byte size that Fetion number 1 counts the first user i is y, i.e. the corresponding first information component with Fetion,
Using with Fetion number 1 and with Fetion number 2 count the first user i and second user j's and Fetion byte-sized be yjAnd Fetion, i.e.,
Corresponding second information component；It is z, i.e. mailbox corresponding first using total mail number that email address 1 counts the first user i
Information component is z using the mail number that email address 1 and email address 2 count the first user i and second user jj, mailbox pair
The second information component answered,.Define the cohesion of I (i, j) between the first user i and second user j, wherein above-mentioned interaction
Behavioral data can be the interbehavior data in a period of time t in each social application.
Here, server is when inquiring the behavioral data of the various social applications such as the first user i and second user j, user
It is different to identify format in different social applications, is WeChat ID in wechat, in Fetion for and Fetion number, in mailbox
In be email address.In User behavior data, i.e. interactive information, the data volume of User behavior data, i.e. interactive information are only needed
Transinformation content.
Here, I (mj, m) be the first user i and second user j calculated according to a certain social application mutual-action behavior it is intimate
It spends, wherein mj∈{xj, yj, zjAnd m ∈ { x, y, z }.Cohesion between user is as the increase of social interaction is by being incremented by gradually
Tend towards stability state, and logarithmic function can be used to calculate.In time t, the first user i and second user j are based on a certain social activity
Following method can be used using the cohesion that mutual-action behavior calculates to calculate:
The cohesion calculation formula of first user i and second user j is as follows:
I (i, j)=α × I (xj, x) and+β × I (yj, y) and+γ × I (zj, z) and (2)
Wherein, α is the cohesion factor of wechat, and β is and the cohesion factor of Fetion, γ are the cohesion factor of mailbox,
And alpha+beta+γ=1.
If terminal and target user's number do not have any history interbehavior in other social applications, behavior is not present
Data, at this point, by there is the other users of interbehavior (third user identifier corresponding in address list with target user's number
Three user s) cohesion is calculated, at this point, the calculation formula of the cohesion of the first user i and second user j is as follows:
Wherein, third user s is the user for having direct interbehavior with the first user i and second user j, I (i, s) and
The same formula of the calculation of I (m, s) (2).
Step 3 after the cohesion of the first user i and second user j is calculated, inquires the pre-set cohesion of user
Threshold value is recommended or is directly contacted using the number of recommendation with target user's number for user's selection.Such as: greater than first threshold, then
It is recommended that being contacted using number 1 and target user's number；In first threshold and second threshold section, then suggest using number 2 and mesh
Mark Subscriber Number connection；Lower than second threshold (between≤0.3), then suggest contacting using number 3 and target user's number, this
In, settable first threshold is 0.5, second threshold 0.3.
By Application Example it follows that the scheme of the embodiment of the present invention there are multiple candidate communications mark and target
Under the scene of communication identifier interaction, helps user to automatically select one automatically with the cohesion of target user based on user and communicate mark
Know and destinations traffic ID association；And it is closed by identifying associated first user identifier with candidate communication and being identified with destinations traffic
The data volume of interaction data between the second user mark of connection determines cohesion between the two.
It should be noted that the information recommendation method provided in an embodiment of the present invention based on cohesion, can pass through terminal list
Solely realize, can independently be realized, can also be realized by the combination of terminal and server by server, when pass through terminal and server
Combination when realizing, realization body the step of to method is without limiting.
The method of embodiment to realize the present invention, the embodiment of the invention also provides a kind of information recommendations based on cohesion
Device, as shown in Fig. 2, the device comprises determining that unit 201, computing unit 202 and recommendation unit 203；Wherein,
Determination unit 201, for determining the first user identifier associated with candidate communication logo collection, and determining and mesh
The associated second user mark of communication identifier is marked, the candidate communication logo collection includes at least one candidate communication mark；
Computing unit 202, for determining that first user marks using the first transinformation content and the second transinformation content
Know and the cohesion of second user mark, first transinformation content are the corresponding interaction letter of first user identifier
Breath amount, second transinformation content are the transinformation content between first user identifier and second user mark；
Recommendation unit 203, for determining recommendation communication corresponding with the cohesion in the candidate communication logo collection
Mark.
In some embodiments, computing unit 202 is specifically used for:
It determines the corresponding first information component of each type of interaction in first transinformation content, and determines that described second hands over
Corresponding second information component of each type of interaction in mutual information；
It is determined using the corresponding first information component of each type of interaction and corresponding second information component of each type of interaction each
The cohesion of type of interaction；
Using the cohesion of each type of interaction and the cohesion factor of each type of interaction determine first user identifier and
The cohesion of the second user mark.
In some embodiments, computing unit 202 is specifically used for:
Determine third user identifier, the third user identifier respectively with first user identifier and the second user
There are information exchanges for mark；
Utilize the third interaction letter between first transinformation content, first user identifier and third user identifier
Breath amount determines the first cohesion of first user identifier and the third user identifier, utilizes the third user identifier pair
The 5th transinformation content between the 4th transinformation content, the third user identifier and second user mark answered determines
Second cohesion of the third user identifier and second user mark；
First user identifier and the second user are determined using first cohesion and second cohesion
The cohesion of mark.
In some embodiments, recommendation unit 203 is specifically used for:
Determine cohesion range belonging to the cohesion；
Determine candidate communication corresponding with cohesion range belonging to the cohesion in the candidate communication logo collection
It is identified as the recommendation communication identifier.
It should be understood that it is provided by the above embodiment based on the information recommending apparatus of cohesion in recommendation information, only
With the division progress of above-mentioned each program module for example, in practical application, can according to need and by above-mentioned processing distribution by
Different program modules is completed, i.e., the internal structure of device is divided into different program modules, described above complete to complete
Portion or part are handled.In addition, the information recommending apparatus provided by the above embodiment based on cohesion and the letter based on cohesion
Breath recommended method embodiment belongs to same design, and specific implementation process is detailed in embodiment of the method, and which is not described herein again.
When practical application, determination unit 201, computing unit 202 and recommendation unit 203 can be pushed away by the information based on cohesion
The processor recommended in device is realized.
Based on this, method in order to realize the embodiment of the present invention, the embodiment of the present invention also provides a kind of based on cohesion
Information recommendation system, as shown in Figure 3, comprising: terminal 30 and server 31；Wherein,
After terminal 30 determines destinations traffic mark, detects in candidate communication logo collection and identified with the presence or absence of with destinations traffic
The candidate communication interacted is identified and is identified with the presence or absence of the candidate communication with destinations traffic label, when the two all meets
When, one of detection mode can be selected to determine recommendation communication identifier according to the detection mode priority of setting；When the two all
When being unsatisfactory for, candidate communication logo collection and destinations traffic mark are sent to server, instruction server 31 calculates cohesion.
After server 31 receives candidate communication logo collection and destinations traffic mark, determining and candidate communication logo collection
Associated first user identifier, and determine second user mark associated with destinations traffic mark, it is marked using the first user
Second transinformation content of the first transinformation content, the first user identifier and the second user mark known calculates the first user identifier
With the cohesion of second user mark, the cohesion of calculating is sent to terminal 30.
Terminal 30 is that user recommends or directly replaces which number user's selection uses according to the cohesion that server 31 calculates
With destinations traffic ID association.
Wherein, terminal 30 includes: correspondence module 301, the first interactive module 302 and recommending module 303；
Correspondence module 301 stores the information such as message registration, Message Record, the contact number label of user, in determination
After destinations traffic mark, detects in candidate communication logo collection and identify the candidate communication interacted with the presence or absence of with destinations traffic
It identifies and is identified with the presence or absence of the candidate communication with destinations traffic label, it, can be according to the detection of setting when the two all meets
Mode priority selects one of detection mode to determine recommendation communication identifier；When the two is all unsatisfactory for, server is indicated
31 determining first user identifiers and second user identify and calculate the cohesion of the first user identifier and second user mark.
First interactive module 302 obtains the cohesion calculated according to social application data from server 31；
Recommending module 303 is that user recommends or directly replaces user's selection is joined using which number and other side based on cohesion
System.
Server 31 includes: the second interactive module 311, cohesion computing module 312, wherein,
Second interactive module 311 completes the interaction with other social applications by relevant interface, determines the first user identifier
It is identified with second user, obtains the first user identifier and second user identifies the interaction data in social application；
Cohesion computing module 312, by the second interactive module 311 obtain interaction data calculate the first user identifier and
The cohesion of second user mark.
It should be noted that in some embodiments, determination unit 201 can be corresponding with the second interactive module 311 in Fig. 2,
Computing unit 202 can be corresponding with recommending module 303 with cohesion computing module 312, recommendation unit 203.
Based on this, method in order to realize the embodiment of the present invention, the embodiment of the invention also provides one kind to be based on cohesion
Information recommending apparatus, as shown in figure 4, the device 40 includes: processor 401, memory 402 and is stored on the memory
And the computer program that can be run on the processor；
Wherein, processor 401 is for executing when running the computer program:
Determine the first user identifier associated with candidate communication logo collection, and determination is associated with destinations traffic mark
Second user mark, the candidate communication logo collection include at least one candidate communication mark；
First user identifier and the second user are determined using the first transinformation content and the second transinformation content
The cohesion of mark, first transinformation content are the corresponding transinformation content of first user identifier, and described second hands over
Mutual information is the transinformation content between first user identifier and second user mark；
Determine recommendation communication identifier corresponding with the cohesion in the candidate communication logo collection.
In some embodiments, processor 401 is described interactive using first for executing when running the computer program
Information content and the second transinformation content determine that the cohesion of first user identifier and second user mark includes:
It determines the corresponding first information component of each type of interaction in first transinformation content, and determines that described second hands over
Corresponding second information component of each type of interaction in mutual information；
It is determined using the corresponding first information component of each type of interaction and corresponding second information component of each type of interaction each
The cohesion of type of interaction；
Using the cohesion of each type of interaction and the cohesion factor of each type of interaction determine first user identifier and
The cohesion of the second user mark.
In some embodiments, processor 401 is described interactive using first for executing when running the computer program
Information content and the second transinformation content determine that the cohesion of first user identifier and second user mark includes:
Determine third user identifier, the third user identifier respectively with first user identifier and the second user
There are information exchanges for mark；
Utilize the third interaction letter between first transinformation content, first user identifier and third user identifier
Breath amount determines the first cohesion of first user identifier and the third user identifier, utilizes the third user identifier pair
The 5th transinformation content between the 4th transinformation content, the third user identifier and second user mark answered determines
Second cohesion of the third user identifier and second user mark；
First user identifier and the second user are determined using first cohesion and second cohesion
The cohesion of mark.
In some embodiments, processor 401 is for executing the determination candidate when running the computer program
Recommendation communication identifier corresponding with the cohesion includes: in communication identifier set
Determine cohesion range belonging to the cohesion；
Determine candidate communication corresponding with cohesion range belonging to the cohesion in the candidate communication logo collection
It is identified as the recommendation communication identifier.
Certainly, when practical application, as shown in figure 4, the various components in the information recommending apparatus 40 based on cohesion pass through
Bus system 403 is coupled.It is understood that bus system 403 is for realizing the connection communication between these components.Total linear system
System 403 further includes power bus, control bus and status signal bus in addition in addition to including data/address bus.But for clear theory
For the sake of bright, various buses are all designated as bus system 403 in Fig. 4.
Wherein, the number of processor 401 can be at least one.
It is appreciated that memory 402 can be volatile memory or nonvolatile memory, may also comprise volatibility and
Both nonvolatile memories.Wherein, nonvolatile memory can be read-only memory (ROM, Read Only Memory),
Programmable read only memory (PROM, Programmable Read-Only Memory), Erasable Programmable Read Only Memory EPROM
(EPROM, Erasable Programmable Read-Only Memory), electrically erasable programmable read-only memory
The storage of (EEPROM, Electrically Erasable Programmable Read-Only Memory), magnetic random access
Device (FRAM, ferromagnetic random access memory), flash memory (Flash Memory), magnetic surface are deposited
Reservoir, CD or CD-ROM (CD-ROM, Compact Disc Read-Only Memory)；Magnetic surface storage can be
Magnetic disk storage or magnetic tape storage.Volatile memory can be random access memory (RAM, Random Access
Memory), it is used as External Cache.By exemplary but be not restricted explanation, the RAM of many forms is available, such as
Static random access memory (SRAM, Static Random Access Memory), synchronous static random access memory
(SSRAM, Synchronous Static Random Access Memory), dynamic random access memory (DRAM,
Dynamic Random Access Memory), Synchronous Dynamic Random Access Memory (SDRAM, Synchronous
Dynamic Random Access Memory), double data speed synchronous dynamic RAM (DDRSDRAM,
Double Data Rate Synchronous Dynamic Random Access Memory), enhanced synchronous dynamic random
Access memory (ESDRAM, Enhanced Synchronous Dynamic Random Access Memory), synchronized links
Dynamic random access memory (SLDRAM, SyncLink Dynamic Random Access Memory), direct rambus
Random access memory (DRRAM, Direct Rambus Random Access Memory).Description of the embodiment of the present invention is deposited
Reservoir 402 is intended to include but is not limited to the memory of these and any other suitable type.
Memory 402 in the embodiment of the present invention is for storing various types of data to support the information based on cohesion
The operation of recommendation apparatus 40.
The method that the embodiments of the present invention disclose can be applied in processor 401, or be realized by processor 401.
Processor 401 may be a kind of IC chip, the processing capacity with signal.During realization, the above method it is each
Step can be completed by the integrated logic circuit of the hardware in processor 401 or the instruction of software form.Above-mentioned processing
Device 401 can be general processor, digital signal processor (DSP, Digital Signal Processor) or other can
Programmed logic device, discrete gate or transistor logic, discrete hardware components etc..Processor 401 may be implemented or hold
Disclosed each method, step and logic diagram in the row embodiment of the present invention.General processor can be microprocessor or appoint
What conventional processor etc..The step of method in conjunction with disclosed in the embodiment of the present invention, can be embodied directly at hardware decoding
Reason device executes completion, or in decoding processor hardware and software module combine and execute completion.Software module can be located at
In storage medium, which is located at memory 402, and processor 401 reads the information in memory 402, in conjunction with its hardware
The step of completing preceding method.
In the exemplary embodiment, the information recommending apparatus 40 based on cohesion can be by the dedicated collection of one or more application
At circuit (ASIC, Application Specific Integrated Circuit), DSP, programmable logic device (PLD,
Programmable Logic Device), Complex Programmable Logic Devices (CPLD, Complex Programmable Logic
Device), field programmable gate array (FPGA, Field-Programmable Gate Array), general processor, control
Device, microcontroller (MCU, Micro Controller Unit), microprocessor (Microprocessor) or other electronics member
Part is realized, for executing preceding method.
In the exemplary embodiment, the embodiment of the invention also provides a kind of computer readable storage medium, for example including
The memory 402 of computer program, above-mentioned computer program can be by the processors 401 of the information recommending apparatus 40 based on cohesion
It executes, to complete step described in preceding method.Computer readable storage medium can be FRAM, ROM, PROM, EPROM,
The memories such as EEPROM, Flash Memory, magnetic surface storage, CD or CD-ROM.
Specifically, the embodiment of the invention provides a kind of computer readable storage medium, it is stored thereon with computer program,
When the computer program is run by processor, execute:
Determine the first user identifier associated with candidate communication logo collection, and determination is associated with destinations traffic mark
Second user mark, the candidate communication logo collection include at least one candidate communication mark；
First user identifier and the second user are determined using the first transinformation content and the second transinformation content
The cohesion of mark, first transinformation content are the corresponding transinformation content of first user identifier, and described second hands over
Mutual information is the transinformation content between first user identifier and second user mark；
Determine recommendation communication identifier corresponding with the cohesion in the candidate communication logo collection.
In some embodiments, when the computer program is run by processor, execution is described to utilize the first interactive information
Amount and the second transinformation content determine that the cohesion of first user identifier and second user mark includes:
It determines the corresponding first information component of each type of interaction in first transinformation content, and determines that described second hands over
Corresponding second information component of each type of interaction in mutual information；
It is determined using the corresponding first information component of each type of interaction and corresponding second information component of each type of interaction each
The cohesion of type of interaction；
Using the cohesion of each type of interaction and the cohesion factor of each type of interaction determine first user identifier and
The cohesion of the second user mark.
In some embodiments, when the computer program is run by processor, execution is described to utilize the first interactive information
Amount and the second transinformation content determine that the cohesion of first user identifier and second user mark includes:
Determine third user identifier, the third user identifier respectively with first user identifier and the second user
There are information exchanges for mark；
Utilize the third interaction letter between first transinformation content, first user identifier and third user identifier
Breath amount determines the first cohesion of first user identifier and the third user identifier, utilizes the third user identifier pair
The 5th transinformation content between the 4th transinformation content, the third user identifier and second user mark answered determines
Second cohesion of the third user identifier and second user mark；
First user identifier and the second user are determined using first cohesion and second cohesion
The cohesion of mark.
In some embodiments, when the computer program is run by processor, the determination candidate communication is executed
Recommendation communication identifier corresponding with the cohesion includes: in logo collection
Determine cohesion range belonging to the cohesion；
Determine candidate communication corresponding with cohesion range belonging to the cohesion in the candidate communication logo collection
It is identified as the recommendation communication identifier.
It should be understood that between technical solution documented by the embodiment of the present invention, in the absence of conflict, Ke Yiren
Meaning combination.
The foregoing is only a preferred embodiment of the present invention, is not intended to limit the scope of the present invention.
Claims (10)
1. a kind of information recommendation method based on cohesion, which is characterized in that the described method includes:
Determine associated with candidate communication logo collection the first user identifier, and determination associated with destinations traffic mark the
Two user identifiers, the candidate communication logo collection include at least one candidate communication mark；
Determine that first user identifier and the second user identify using the first transinformation content and the second transinformation content
Cohesion, first transinformation content be the corresponding transinformation content of first user identifier, it is described second interaction letter
Breath amount is the transinformation content between first user identifier and second user mark；
Determine recommendation communication identifier corresponding with the cohesion in the candidate communication logo collection.
2. the method according to claim 1, wherein described utilize the first transinformation content and the second interactive information
Measuring the cohesion for determining that first user identifier and the second user identify includes:
It determines the corresponding first information component of each type of interaction in first transinformation content, and determines the second interaction letter
Corresponding second information component of each type of interaction in breath amount；
Each interaction is determined using the corresponding first information component of each type of interaction and corresponding second information component of each type of interaction
The cohesion of type；
First user identifier and described is determined using the cohesion of each type of interaction and the cohesion factor of each type of interaction
The cohesion of second user mark.
3. the method according to claim 1, wherein described utilize the first transinformation content and the second interactive information
Measuring the cohesion for determining that first user identifier and the second user identify includes:
Determine that third user identifier, the third user identifier are identified with first user identifier and the second user respectively
There are information exchanges；
Utilize the third transinformation content between first transinformation content, first user identifier and third user identifier
The first cohesion for determining first user identifier and the third user identifier, it is corresponding using the third user identifier
Described in the 5th transinformation content between 4th transinformation content, the third user identifier and second user mark determines
Second cohesion of third user identifier and second user mark；
Determine that first user identifier and the second user identify using first cohesion and second cohesion
Cohesion.
4. the method according to claim 1, wherein in the determination candidate communication logo collection with it is described
The corresponding recommendation communication identifier of cohesion includes:
Determine cohesion range belonging to the cohesion；
Determine candidate communication mark corresponding with cohesion range belonging to the cohesion in the candidate communication logo collection
For the recommendation communication identifier.
5. a kind of information recommending apparatus based on cohesion, which is characterized in that described device comprises determining that unit, computing unit
And recommendation unit；Wherein,
The determination unit, for determining the first user identifier associated with candidate communication logo collection, and determining and target
The associated second user mark of communication identifier, the candidate communication logo collection include at least one candidate communication mark；
The computing unit, for using the first transinformation content and the second transinformation content determine first user identifier and
The cohesion of the second user mark, first transinformation content are the corresponding interactive information of first user identifier
Amount, second transinformation content are the transinformation content between first user identifier and second user mark；
The recommendation unit, for determining recommendation communication mark corresponding with the cohesion in the candidate communication logo collection
Know.
6. a kind of information recommending apparatus based on cohesion, which is characterized in that described device includes: processor, memory；It is described
The computer program that can be run on the processor is stored on memory；
Wherein, the processor is for executing when running the computer program:
Determine associated with candidate communication logo collection the first user identifier, and determination associated with destinations traffic mark the
Two user identifiers, the candidate communication logo collection include at least one candidate communication mark；
Determine that first user identifier and the second user identify using the first transinformation content and the second transinformation content
Cohesion, first transinformation content be the corresponding transinformation content of first user identifier, it is described second interaction letter
Breath amount is the transinformation content between first user identifier and second user mark；
Determine recommendation communication identifier corresponding with the cohesion in the candidate communication logo collection.
7. device according to claim 6, which is characterized in that when the processor is used to run the computer program,
It executes the first transinformation content of the utilization and the second transinformation content determines first user identifier and the second user
The cohesion of mark includes:
It determines the corresponding first information component of each type of interaction in first transinformation content, and determines the second interaction letter
Corresponding second information component of each type of interaction in breath amount；
Each interaction is determined using the corresponding first information component of each type of interaction and corresponding second information component of each type of interaction
The cohesion of type；
First user identifier and described is determined using the cohesion of each type of interaction and the cohesion factor of each type of interaction
The cohesion of second user mark.
8. device according to claim 6, which is characterized in that when the processor is used to run the computer program,
It executes the first transinformation content of the utilization and the second transinformation content determines first user identifier and the second user
The cohesion of mark includes:
Determine that third user identifier, the third user identifier are identified with first user identifier and the second user respectively
There are information exchanges；
First user identifier and the third user are determined using first transinformation content and third transinformation content
First cohesion of mark, and obtain the third user identifier and corresponding second cohesion of second user mark, institute
State the transinformation content that third transinformation content is first user identifier and the third user identifier；
Determine that first user identifier and the second user identify using first cohesion and second cohesion
Cohesion.
9. device according to claim 6, which is characterized in that when the processor is used to run the computer program,
Executing recommendation communication identifier corresponding with the cohesion in the determination candidate communication logo collection includes:
Determine cohesion range belonging to the cohesion；
Determine candidate communication mark corresponding with cohesion range belonging to the cohesion in the candidate communication logo collection
For the recommendation communication identifier.
10. a kind of computer readable storage medium, is stored thereon with computer program, which is characterized in that the computer program
The step of any one of Claims 1-4 the method is realized when being executed by processor.
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