CN107203578A - The method and apparatus for setting up the association of user's mark - Google Patents

The method and apparatus for setting up the association of user's mark Download PDF

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Publication number
CN107203578A
CN107203578A CN201610159288.6A CN201610159288A CN107203578A CN 107203578 A CN107203578 A CN 107203578A CN 201610159288 A CN201610159288 A CN 201610159288A CN 107203578 A CN107203578 A CN 107203578A
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China
Prior art keywords
user
logo collection
mark
association
degree
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CN201610159288.6A
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Chinese (zh)
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CN107203578B (en
Inventor
罗尚勇
肖勃飞
谢贵霞
袁和应
梅尚健
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Beijing Jingdong Century Trading Co Ltd
Beijing Jingdong Shangke Information Technology Co Ltd
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Beijing Jingdong Century Trading Co Ltd
Beijing Jingdong Shangke Information Technology Co Ltd
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Priority to CN201610159288.6A priority Critical patent/CN107203578B/en
Publication of CN107203578A publication Critical patent/CN107203578A/en
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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/20Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
    • G06F16/24Querying
    • G06F16/245Query processing
    • G06F16/2455Query execution
    • G06F16/24553Query execution of query operations
    • G06F16/24554Unary operations; Data partitioning operations
    • G06F16/24556Aggregation; Duplicate elimination
    • 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
    • G06Q50/00Systems or methods specially adapted for specific business sectors, e.g. utilities or tourism
    • G06Q50/01Social networking

Abstract

This application discloses the method and apparatus for the association for setting up user's mark.One embodiment of this method includes:User's mark of user's logo collection belonging to not determining is chosen, and is found out comprising the first user's logo collection identified with user of user's mark with incidence relation;Determine each corresponding second user logo collection of first user's logo collection;It polymerize each first user's logo collection and its corresponding second user logo collection respectively, generates the 3rd user's logo collection, and will not determine that user's mark of affiliated user's logo collection is added separately in each the 3rd user's logo collection;Based on the degree of association between user's mark in each the 3rd user's logo collection, first user's logo collection belonging to user's mark is determined.Realize during the probability for calculating the Web Community belonging to user's mark, user is identified into user's mark with incidence relation participates in calculating, and reduces calculation times, and then mitigate overhead.

Description

The method and apparatus for setting up the association of user's mark
Technical field
The application is related to computer realm, and in particular to internet arena, more particularly to sets up use The method and apparatus of the association of family mark.
Background technology
In internet, the association that Web Community can be used for describing in internet between user is closed System.User's mark of each user can correspond to a node in Web Community, at present, The calculation generally used is calculates one respectively using modularity (Modularity) algorithm User identifies the probability for belonging to each Web Community, and the Web Community of corresponding maximum probability is true It is set to the Web Community belonging to user's mark.
However, when determining the Web Community belonging to user's mark using above-mentioned modularity algorithm, During the probability for calculating the Web Community belonging to user's mark, only had by being identified with user Relevant user's mark participates in calculating, and causes the different Web Communities of appearance corresponding general Rate identical situation possibility is larger, increases overhead.
The content of the invention
It is above-mentioned for solving this application provides the method and apparatus for the association for setting up user's mark The technical problem that background section is present.
In a first aspect, this application provides the method for the association for setting up user's mark, this method bag Include:User's mark of user's logo collection belonging to not determining is selected in being identified from user, with And the first user's logo collection for meeting following condition is found out from user's logo collection:Comprising The user with incidence relation is identified with user to identify;Determine each first user's logo collection Corresponding second user logo collection, wherein, second user logo collection with the first user by marking Know user mark composition of the user's mark in set with incidence relation;It polymerize each respectively First user's logo collection and its corresponding second user logo collection, generate each first use The corresponding 3rd user's logo collection of family logo collection, and will not determine that affiliated user identifies User's mark of set is added separately in each the 3rd user's logo collection;Based on each The degree of association between user's mark in 3rd user's logo collection, it is determined that not determining affiliated use First user's logo collection belonging to user's mark of family logo collection.
Second aspect, this application provides the device for the association for setting up user's mark, the device bag Include:First processing units, are configured in identifying from user select the user belonging to not determining User's mark of logo collection, and found out from user's logo collection and meet following condition First user's logo collection:Identified comprising the user with incidence relation is identified with user;Obtain Unit, is configured to determine each corresponding second user identification sets of first user's logo collection Close, wherein, second user logo collection is had by being identified with the user in first user's logo collection Relevant user's mark composition;Second processing unit, is configured to polymerize respectively each Individual first user logo collection and its corresponding second user logo collection, generate each user The corresponding 3rd user's logo collection of logo collection, and will not determine affiliated user's identification sets User's mark of conjunction is added separately in each the 3rd user's logo collection;Determining unit, matches somebody with somebody The degree of association between putting for being identified based on the user in each the 3rd user's logo collection, really First user's logo collection belonging to the fixed user's mark for not determining affiliated user's logo collection.
The method and apparatus of the association for setting up user's mark of the application offer, it is not true by choosing User's mark of fixed affiliated user's logo collection, and find out comprising having with user's mark First user's logo collection of user's mark of incidence relation;Determine that each first user identifies Gather corresponding second user logo collection;Polymerize respectively each first user's logo collection and Its corresponding second user logo collection, generates the 3rd user's logo collection, and will not determine User's mark of affiliated user's logo collection is added separately to each the 3rd user's logo collection In;Based on the degree of association between user's mark in each the 3rd user's logo collection, it is determined that First user's logo collection belonging to user's mark.Realize and calculating the net belonging to user's mark During the probability of network community, user is identified into user's mark with incidence relation and participates in meter Calculate, reduce calculation times, and then mitigate overhead.
Brief description of the drawings
By reading the detailed description made to non-limiting example made with reference to the following drawings, Other features, objects and advantages will become more apparent upon:
Fig. 1 is that the application can apply to exemplary system architecture figure therein;
Fig. 2 shows an implementation of the method for the association for setting up user's mark according to the application The flow chart of example;
Fig. 3 shows an exemplary block diagram of Web Community;
Fig. 4 shows an effect diagram for determining the Web Community belonging to node;
Fig. 5 shows an implementation of the device of the association for setting up user's mark according to the application The structural representation of example;
Fig. 6 is adapted for for realizing the terminal device of the embodiment of the present application or the computer of server The structural representation of system.
Embodiment
The application is described in further detail with reference to the accompanying drawings and examples.It is appreciated that , specific embodiment described herein is used only for explaining related invention, rather than to the hair Bright restriction.It also should be noted that, illustrate only for the ease of description, in accompanying drawing with About the related part of invention.
It should be noted that in the case where not conflicting, embodiment and embodiment in the application In feature can be mutually combined.Describe this in detail below with reference to the accompanying drawings and in conjunction with the embodiments Application.
Fig. 1 shows method or foundation that can be using the association for setting up user's mark of the application The exemplary system architecture 100 of the embodiment of the associated apparatus of user's mark.
As shown in figure 1, system architecture 100 can include terminal device 101,102,103, Network 104 and server 105.Network 104 is used in the and of terminal device 101,102,103 The medium of transmission link is provided between server 105.Network 104 can include various connection classes Type, such as wired, wireless transmission link or fiber optic cables etc..
User can pass through network 104 and server 105 with using terminal equipment 101,102,103 Interaction, to receive or send message etc..It can be provided with terminal device 101,102,103 Various communication applications, such as the application of network security class, JICQ.
Terminal device 101,102,103 can be with display screen and support network service Various electronic equipments, including but not limited to smart mobile phone, tablet personal computer, E-book reader, (Moving Picture Experts Group Audio Layer III, dynamic image is special for MP3 player Family's compression standard audio aspect 3), MP4 (Moving Picture Experts Group Audio Layer IV, dynamic image expert's compression standard audio aspect 4) player, portable meter on knee Calculation machine and desktop computer etc..
Server 105 can obtain the user of the user of using terminal equipment 101,102,103 Mark, the association set up between user's mark.
Fig. 2 is refer to, it illustrates the method for the association for setting up user's mark according to the application One embodiment flow 200.This method comprises the following steps:
Step 201, the use of user's logo collection belonging to not determining is selected in being identified from user Family is identified, and finds out from user's logo collection first user's logo collection.
In the present embodiment, Web Community can be represented by user's logo collection, correspondingly, The user's mark for belonging to consolidated network community users belongs to same user's logo collection.It is determined that with Web Community belonging to family can be equivalent to the Web Community determined belonging to user's mark of the user Corresponding user's logo collection.
In the present embodiment, selected in being identified first from user and do not determine affiliated user User's mark of logo collection, and find out from user's logo collection first user's identification sets Close.First logo collection is comprising the user that user's mark with incidence relation is identified with user Logo collection.
In some optional implementations of the present embodiment, in addition to:It is pre-created and user User's logo collection of the quantity identical quantity of mark;User's mark is added to user's mark Set, wherein, each user mark one user's logo collection of correspondence.
Fig. 3 is refer to, it illustrates Web Community a exemplary block diagram.
In fig. 3 it is shown that multiple nodes in Web Community, wherein, each node can To represent user's mark, incidence relation of the user in Web Community can be carried out with line Represent.In the present embodiment, can be first it is determined that during Web Community belonging to each user It is a net by each node initializing first to representing that the node of user's mark is initialized Network community.For example, can be the quantity of user's mark according to the quantity of node, identical number be created User's logo collection of amount, user's logo collection is added separately to by each user mark In.
With reference to Fig. 3, illustrate the process for searching first user's logo collection:With all users Mark does not determine exemplified by affiliated user's logo collection that each node initializing is a net Network community, correspondingly, the corresponding user's logo collection of each Web Community is only comprising a use Family is identified.When it is determined that the corresponding user of node 2 identifies affiliated user's logo collection, first It is determined that having the node of incidence relation, i.e. node 0, node 1, node 4, node with node 2 5th, node 6.Node 0, node 1, node 4, node 5, node 6 correspond to a use respectively Family logo collection, node 0, node 1, node 4, node 5, the corresponding user of node 6 mark It is then first user's logo collection to know set.
Step 202, each corresponding second user identification sets of first user's logo collection is determined Close.
In the present embodiment, second user logo collection by with the use in first user's logo collection User mark composition of the family mark with incidence relation.
With reference to Fig. 3, illustrate the process for determining second user logo collection:With all users Mark is not determined exemplified by affiliated user's logo collection, when it is determined that the corresponding user of node 2 marks During user's logo collection belonging to knowing, with node 2 have the node 0 of incidence relation, node 1, Node 4, node 5, node 6.Node 0, node 1, node 4, node 5,6 points of node Dui Ying not user's logo collection.By taking the corresponding first user logo collection of node 0 as an example, With node 0 there is the node of incidence relation to be node 3, node 4, node 5.Now, node 3rd, node 4, node 5 may be constructed the second logo collection.
Step 203, first user's logo collection of polymerization and its corresponding second user logo collection, The corresponding 3rd user's logo collection of first user's logo collection is generated, and user's mark is divided It is not added in the 3rd user's logo collection.
In the present embodiment, finding out first user's logo collection and determining and the first user After gathering corresponding second user logo collection, can have first user's logo collection and its Corresponding second user logo collection, the corresponding 3rd user mark of first user's logo collection of generation Knowledge set, and user's mark that user is identified into user's logo collection belonging to not determining add Enter into the 3rd user's logo collection.
With reference to Fig. 3, illustrate the process for finding out the 3rd user's logo collection:It is useful with institute Family mark is not determined exemplified by affiliated user's logo collection, when it is determined that the corresponding user of node 2 When identifying affiliated user's logo collection, there is node 0, the node of incidence relation with node 2 1st, node 4, node 5, node 6.Node 0, node 1, node 4, node 5, node 6 User's logo collection is corresponded to respectively.By taking the corresponding first user logo collection of node 0 as an example, With node 0 there is the node of incidence relation to be node 3, node 4, node 5.Now, node 3rd, node 4, node 5 may be constructed the second logo collection.First user's identification sets can be polymerize Close and second user logo collection, first user's logo collection of generation is node 0 corresponding first The corresponding 3rd user's logo collection of user's logo collection.Section is included in 3rd user's logo collection Point 0, node 3, node 4, the corresponding user of node 5 mark.Can be according to above-mentioned generation One user's logo collection is the corresponding 3rd user mark of the corresponding first user logo collection of node 0 Know the mode of set, node 1, node 4, node 5, node 6 corresponding first are generated respectively Each self-corresponding 3rd user's logo collection of user's logo collection.
Step 204, based on the pass between user's mark in each the 3rd user's logo collection Connection degree, determines first user's logo collection belonging to user's mark.
In the present embodiment, corresponding 3rd user of each first user's logo collection is being obtained After mark, the pass between being identified based on the user in each the 3rd user's logo collection Connection degree, determines first user's logo collection belonging to user's mark.
In some optional implementations of the present embodiment, based on each the 3rd user mark The degree of association between user's mark in set, it is determined that not determining affiliated user's logo collection First user's logo collection belonging to user's mark includes:Based on each the 3rd user's identification sets The corresponding degree of association parameter of the degree of association between user's mark in conjunction, calculate respectively each the The corresponding probability parameter of one user's logo collection, probability parameter indicates not determining affiliated user's mark The user's mark for knowing set belongs to the probability of first user's logo collection;By corresponding probability parameter First maximum user's logo collection is defined as not determining user's mark of affiliated user's logo collection User's logo collection belonging to knowing.
In some optional implementations of the present embodiment, based on each the 3rd user mark The corresponding degree of association parameter of the degree of association between user's mark in set, calculates each respectively The corresponding probability parameter of first user's logo collection includes:3rd user is based on using below equation The corresponding degree of association parameter of the degree of association between user's mark in logo collection, calculates first and uses The corresponding probability parameter of family logo collection:
Wherein, Δ Q is probability parameter, and Totalin is not determine affiliated user's logo collection User identify and the 3rd user's logo collection in other users mark between degree of association parameter it It is that each user identifies the corresponding degree of association and ginseng in the 3rd user's logo collection with, Totaltot Number sum, wherein, the degree of association and parameter are that user identifies the user's mark for having incidence relation with it Degree of association parameter sum between knowledge;Totalin ' does not determine institute to be removed in the 3rd user's logo collection The degree of association parameter sum between user's mark outside user's mark of user's logo collection of category, Totaltot ' does not determine the user of affiliated user's logo collection to be removed in the 3rd user's logo collection User outside mark identifies the corresponding degree of association and parameter sum;M is in user's logo collection Degree of association parameter sum between each user mark, m ' is each in user's logo collection User identifies the corresponding degree of association and parameter sum.
With reference to Fig. 3, illustrate the process for determining user's logo collection belonging to user's mark: So that all users identify user's logo collection belonging to not determining as an example, when it is determined that 2 pairs of node When the user answered identifies affiliated user's logo collection, there is the node of incidence relation with node 2 0th, node 1, node 4, node 5, node 6.Node 0, node 1, node 4, node 5th, node 6 corresponds to first user's logo collection respectively.
By taking the corresponding probability parameter of the corresponding first user logo collection of calculate node 0 as an example, use The corresponding degree of association parameter of the degree of association between the logo collection of family is 1.Node 0 corresponding The corresponding 3rd user's logo collection of one user's logo collection.Included in 3rd user's logo collection Node 0, node 3, node 4, the corresponding user of node 5 mark.Affiliated use is not determined User's mark of family logo collection is the corresponding user of node 2 mark and the 3rd user's logo collection In other users mark between degree of association parameter sum be 4, i.e. above-mentioned formula in Totalin numerical value is 4.Node 0, node 2, node 3, node 4, node 5 are corresponding The degree of association and parameter are respectively 4,5,2,4,4.Each in 3rd user's logo collection is used Family identifies the number of the corresponding degree of association and parameter sum for the Totaltot in 19 i.e. above-mentioned formula It is worth for 19.
Calculating the corresponding use of user's mark i.e. node 2 of user's logo collection belonging to not determining Family identify and the 3rd user's logo collection in other users mark between degree of association parameter and After each user identifies the corresponding degree of association and parameter sum in 3rd user's logo collection, It can further calculate and user's logo collection belonging to not determining is removed in the 3rd user's logo collection User's mark is user's mark i.e. node 3, the node outside the corresponding user of node 2 mark 4th, the corresponding degree of association parameter sum of node 5, the i.e. numerical value of Totalin ' in above-mentioned formula, And the degree of association and parameter sum between calculate node 3, node 4, node 5, i.e., it is above-mentioned The numerical value of Totaltot in formula.Pass in user's logo collection between each user mark After connection degree parameter sum is the degree of association parameter between all users mark, i.e., in above-mentioned formula M numerical value.Each user identifies the corresponding degree of association and parameter in user's logo collection After sum is the degree of association and parameter between all users mark, i.e., the m ' in above-mentioned formula Numerical value.
Totalin, Totaltot, Totalin in above-mentioned formula is obtained ', Totaltot, m, After m ' numerical value, it is possible to use above-mentioned formula calculates Δ Q numerical value, the first user mark is obtained It is the corresponding probability parameter of the corresponding first user logo collection of node 0, probability ginseng to know set Number represents that the corresponding user of node 2 mark belongs to the corresponding first user logo collection of node 0 Probability, i.e. node 2 belong to the probability of the corresponding Web Community of node 0.
Can be according to the corresponding probability of the corresponding first user logo collection of above-mentioned calculate node 0 Parameter, calculate node 1,4,5,6 corresponding first user logo collections are corresponding general respectively Rate parameter, it is then possible to which first maximum user's logo collection of corresponding probability parameter is determined First user's logo collection belonging to being identified for the corresponding user of node 2, i.e., belonging to node 2 Web Community.
With reference to Fig. 3, illustrate to determine the Web Community belonging to node and existing skill in the application The difference of art:
So that all users identify user's logo collection belonging to not determining as an example, in existing mould In lumpiness algorithm, in the probability of the Web Community belonging to calculate node 2, i.e., by having with 2 The node of incidence relation, for example, node 0 participates in calculating, so as to cause different networks occur The possibility of the corresponding probability identical situation in community is larger, increases overhead.
And in this application, will there is the node of incidence relation, also referred to as neighbour with node 2 Node is occupied, for example, node 3, node 4, node 5 both participate in calculating, so as to reduce calculating Number of times, and then mitigate overhead.
Fig. 4 is refer to, it illustrates the effect signal for determining the Web Community belonging to node Figure.
In fig. 4 it is shown that Web Community 401, Web Community 402, Web Community 403, Web Community 404.And Web Community 401, Web Community 402, Web Community 403, net Each self-contained node in network community 404.
In some optional implementations of the present embodiment, in addition to:When each user mark When knowing user's logo collection belonging to having determined that, the use belonging to the user's mark determined is obtained Family logo collection;Between calculating user's logo collection between user's mark with incidence relation Degree of association parameter sum, obtains the degree of association parameter between user's logo collection;Based on user's mark Know the degree of association parameter between set, the incidence relation set up between user's logo collection.
In the present embodiment, when defining user's logo collection belonging to all users mark, After Web Community belonging to i.e. all nodes, can further it calculate between user's logo collection Degree of association parameter, utilize the degree of association between the degree of association parameter identification Web Community.
With reference to Fig. 4, illustrate the mode of incidence relation set up between Web Community:With net Exemplified by network community 401 and Web Community 402, due to the node 0 in Web Community 401, section Point 1, node 2, node 5 have with the node 3 in Web Community 402, node 6, node 7 It is relevant, therefore, the degree of association parameter between Web Community 401 and Web Community 402 For 4.Can be according to the mode of above-mentioned calculating network community 401 and Web Community 402, respectively Between calculating network community 401, Web Community 402, Web Community 403, Web Community 404 Degree of association parameter so that set up Web Community 401, Web Community 402, Web Community 403, Incidence relation between Web Community 404.
Fig. 5 is refer to, it illustrates the device of the association for setting up user's mark according to the application One embodiment structural representation.Setting up the device 500 of the association of user's mark includes: First processing units 501, acquiring unit 502, second processing unit 503, determining unit 504. Wherein, first processing units 501 be configured to from user identify in select do not determine belonging to User's mark of user's logo collection, and found out from user's logo collection and meet following bar First user's logo collection of part:Identified comprising the user with incidence relation is identified with user; Acquiring unit 502 is configured to determine each corresponding second user of first user's logo collection Logo collection, wherein, second user logo collection by with the user in first user's logo collection User mark composition of the mark with incidence relation;Second processing unit 503 is configured to difference It polymerize each first user's logo collection and its corresponding second user logo collection, generation is every The corresponding 3rd user's logo collection of one first user's logo collection, and will not determine affiliated User's logo collection user mark be added separately in each the 3rd user's logo collection; Determining unit 504 is configured to identify it based on the user in each the 3rd user's logo collection Between the degree of association, it is determined that first belonging to user's mark of user's logo collection belonging to not determining User's logo collection.
In some optional implementations of the present embodiment, determining unit 504 includes:Calculate Subelement (not shown), is configured to based on user's mark in each the 3rd user's logo collection The corresponding degree of association parameter of the degree of association between knowledge, calculates each first user's identification sets respectively Corresponding probability parameter is closed, probability parameter indicates not determining the user of affiliated user's logo collection Mark belongs to the probability of first user's logo collection;Logo collection determination subelement (not shown), It is configured to be defined as not determining institute by first maximum user's logo collection of corresponding probability parameter User's logo collection belonging to user's mark of user's logo collection of category.
In some optional implementations of the present embodiment, computation subunit further configures use In:Using below equation based on the degree of association between user's mark in the 3rd user's logo collection Corresponding degree of association parameter, calculates the corresponding probability parameter of first user's logo collection:
Wherein, Δ Q is probability parameter, and Totalin is not determine affiliated user's logo collection User identify and the 3rd user's logo collection in other users mark between degree of association parameter it It is that each user identifies the corresponding degree of association and ginseng in the 3rd user's logo collection with, Totaltot Number sum, wherein, the degree of association and parameter are that user identifies the user's mark for having incidence relation with it Degree of association parameter sum between knowledge;Totalin ' does not determine institute to be removed in the 3rd user's logo collection The degree of association parameter sum between user's mark outside user's mark of user's logo collection of category, Totaltot ' does not determine the user of affiliated user's logo collection to be removed in the 3rd user's logo collection User outside mark identifies the corresponding degree of association and parameter sum;M is in user's logo collection Degree of association parameter sum between each user mark, m ' is each in user's logo collection User identifies the corresponding degree of association and parameter sum.
In some optional implementations of the present embodiment, device 500 also includes:Create single First (not shown), is configured to be pre-created the user of the quantity identical quantity identified with user Logo collection;Adding device (not shown), is configured to user's mark being added to user's mark Set, wherein, each user mark one user's logo collection of correspondence.
In some optional implementations of the present embodiment, device 500 also includes:Identification sets Acquiring unit (not shown) is closed, is configured to have determined that affiliated use when each user identifies During the logo collection of family, user's logo collection belonging to the user's mark determined is obtained;The degree of association Parameter calculation unit (not shown), is configured between calculating user's logo collection there is association to close Degree of association parameter sum between user's mark of system, obtains the association between user's logo collection Spend parameter;Incidence relation sets up unit (not shown), be configured to based on user's logo collection it Between degree of association parameter, the incidence relation set up between user's logo collection.
Fig. 6 is shown suitable for being used for realizing the terminal device of the embodiment of the present application or the meter of server The structural representation of calculation machine system.
As shown in fig. 6, computer system 600 includes CPU (CPU) 601, its Can according to the program being stored in read-only storage (ROM) 602 or from storage part 608 The program that is loaded into random access storage device (RAM) 603 and perform various appropriate actions And processing.In RAM 603, the system that is also stored with 600 operates required various program sums According to.CPU 601, ROM 602 and RAM 603 are connected with each other by bus 604.Input / output (I/O) interface 605 is also connected to bus 604.
I/O interfaces 605 are connected to lower component:Importation 606 including keyboard, mouse etc.; Including cathode-ray tube (CRT), liquid crystal display (LCD) etc. and loudspeaker etc. Output par, c 607;Storage part 608 including hard disk etc.;And including such as LAN card, The communications portion 609 of the NIC of modem etc..Communications portion 609 is via such as The network of internet performs communication process.Driver 610 is also according to needing to be connected to I/O interfaces 605.Detachable media 611, such as disk, CD, magneto-optic disk, semiconductor memory etc., Be arranged on as needed on driver 610, in order to the computer program that reads from it according to Need to be mounted into storage part 608.
Especially, in accordance with an embodiment of the present disclosure, the process described above with reference to flow chart can be with It is implemented as computer software programs.For example, embodiment of the disclosure includes a kind of computer journey Sequence product, it includes being tangibly embodied in the computer program on machine readable media, the meter Calculation machine program bag, which contains, is used for the program code of the method shown in execution flow chart.Implement such In example, the computer program can be downloaded and installed by communications portion 609 from network, And/or be mounted from detachable media 611.
Flow chart and block diagram in accompanying drawing, it is illustrated that according to the system of the various embodiments of the application, Architectural framework in the cards, function and the operation of method and computer program product.This point On, each square frame in flow chart or block diagram can represent a module, program segment or code A part, the part of the module, program segment or code is used for comprising one or more The executable instruction of logic function as defined in realizing.It should also be noted that being used as replacement at some In realization, the function of being marked in square frame can also be with different from the order marked in accompanying drawing hair It is raw.For example, two square frames succeedingly represented can essentially be performed substantially in parallel, they Sometimes it can also perform in the opposite order, this is depending on involved function.It is also noted that It is, each square frame in block diagram and/or flow chart and the square frame in block diagram and/or flow chart Combination, can be realized with the special hardware based system of defined function or operation is performed, Or can be realized with the combination of specialized hardware and computer instruction.
As on the other hand, present invention also provides a kind of nonvolatile computer storage media, The nonvolatile computer storage media can be described in above-described embodiment included in device Nonvolatile computer storage media;Can also be individualism, without non-in supplying terminal Volatile computer storage medium.Above-mentioned nonvolatile computer storage media be stored with one or The multiple programs of person, when one or more of programs are performed by an equipment so that described Equipment:User's mark of user's logo collection belonging to not determining is selected in being identified from user, And the first user's logo collection for meeting following condition is found out from user's logo collection: Identified comprising the user with incidence relation is identified with the user;Determine each described first The corresponding second user logo collection of user's logo collection, wherein, second user logo collection by Identify and constitute with user of user's mark with incidence relation in the first user logo collection; It polymerize each described first user logo collection and its corresponding second user logo collection respectively, Each corresponding 3rd user's logo collection of first user's logo collection is generated, and will be described User's mark of user's logo collection belonging to not determining is added separately to each described 3rd use In the logo collection of family;Based between user's mark in the 3rd user's logo collection each described The degree of association, it is determined that it is described do not determine belonging to user's logo collection user's mark belonging to the One user's logo collection.
Above description is only the preferred embodiment of the application and the explanation to institute's application technology principle. It will be appreciated by those skilled in the art that invention scope involved in the application, however it is not limited on State the technical scheme of the particular combination of technical characteristic, at the same should also cover do not depart from it is described In the case of inventive concept, it is combined and shape by above-mentioned technical characteristic or its equivalent feature Into other technical schemes.Such as features described above has with (but not limited to) disclosed herein The technical characteristic of similar functions carries out technical scheme formed by replacement mutually.

Claims (10)

1. a kind of method for the association for setting up user's mark, it is characterised in that methods described includes:
User's mark of user's logo collection belonging to not determining is selected in being identified from user, with And the first user's logo collection for meeting following condition is found out from user's logo collection: Identified comprising the user with incidence relation is identified with the user;
The corresponding second user logo collection of each described first user logo collection is determined, its In, second user logo collection with user's mark in the first user logo collection by having User's mark composition of incidence relation;
It polymerize each described first user logo collection and its corresponding second user mark respectively Set, generates each corresponding 3rd user's logo collection of first user's logo collection, and The user's mark for not determining affiliated user's logo collection is added separately to described in each In 3rd user's logo collection;
Based on the degree of association between user's mark in the 3rd user's logo collection each described, It is determined that the first user mark belonging to the user's mark for not determining affiliated user's logo collection Set.
2. according to the method described in claim 1, it is characterised in that based on each described In three user's logo collections user mark between the degree of association, it is determined that it is described do not determine belonging to First user's logo collection belonging to user's mark of user's logo collection includes:
Based on the degree of association pair between user's mark in the 3rd user's logo collection each described The degree of association parameter answered, calculates each corresponding probability parameter of first user's logo collection respectively, The probability parameter indicate it is described do not determine belonging to the user of user's logo collection identify and belong to the The probability of one user's logo collection;
First maximum user's logo collection of the corresponding probability parameter is defined as described not true User's logo collection belonging to user's mark of fixed affiliated user's logo collection.
3. method according to claim 2, it is characterised in that described to be based on each institute The corresponding degree of association parameter of the degree of association between user's mark in the 3rd user's logo collection is stated, Calculating each corresponding probability parameter of first user's logo collection respectively includes:
Using below equation based on the degree of association between user's mark in the 3rd user's logo collection Corresponding degree of association parameter, calculates the corresponding probability parameter of first user's logo collection:
<mrow> <mi>&amp;Delta;</mi> <mi>Q</mi> <mo>=</mo> <mfrac> <mrow> <mi>T</mi> <mi>o</mi> <mi>t</mi> <mi>a</mi> <mi>l</mi> <mi>i</mi> <mi>n</mi> </mrow> <mi>m</mi> </mfrac> <mo>-</mo> <msup> <mrow> <mo>(</mo> <mfrac> <mrow> <mi>T</mi> <mi>o</mi> <mi>t</mi> <mi>a</mi> <mi>l</mi> <mi>t</mi> <mi>o</mi> <mi>t</mi> </mrow> <msup> <mi>m</mi> <mo>,</mo> </msup> </mfrac> <mo>)</mo> </mrow> <mn>2</mn> </msup> <mo>-</mo> <mfrac> <mrow> <msup> <mi>Totalin</mi> <mo>,</mo> </msup> </mrow> <mi>m</mi> </mfrac> <mo>-</mo> <msup> <mrow> <mo>(</mo> <mfrac> <mrow> <msup> <mi>Totaltot</mi> <mo>,</mo> </msup> </mrow> <msup> <mi>m</mi> <mo>,</mo> </msup> </mfrac> <mo>)</mo> </mrow> <mn>2</mn> </msup> </mrow>
Wherein, Δ Q is the probability parameter, and Totalin is not determine affiliated user's identification sets The association between other users mark in user's mark of conjunction and the 3rd user's logo collection Parameter sum is spent, Totaltot is the corresponding pass of each user mark in the 3rd user's logo collection Connection degree and parameter sum, wherein, the degree of association and parameter are identified to have with it for the user and associated The degree of association parameter sum between user's mark of relation;
Totalin ' is user's identification sets belonging to not determined except described in the 3rd user's logo collection The degree of association parameter sum between user's mark outside user's mark of conjunction, Totaltot ' is Except the user for not determining affiliated user's logo collection identifies it in 3rd user's logo collection Outer user identifies the corresponding degree of association and the parameter sum;
M is the degree of association parameter between each user mark in user's logo collection Sum, m ' be in user's logo collection each user identify the corresponding degree of association and Parameter sum.
4. method according to claim 3, it is characterised in that methods described also includes:
It is pre-created user's logo collection of the quantity identical quantity identified with the user;
User's logo collection is added user identifications into, wherein, each described use Family mark one user's logo collection of correspondence.
5. method according to claim 4, it is characterised in that methods described also includes:
When each user, which identifies, has determined that affiliated user's logo collection, acquisition is determined User mark belonging to user's logo collection;
There is the association between user's mark of incidence relation between calculating user's logo collection Parameter sum is spent, the degree of association parameter between user's logo collection is obtained;
Based on the degree of association parameter between user's logo collection, set up between user's logo collection Incidence relation.
6. a kind of device for the association for setting up user's mark, it is characterised in that described device includes:
First processing units, are configured in identifying from user select the user belonging to not determining User's mark of logo collection, and found out from user's logo collection and meet following bar First user's logo collection of part:Marked comprising the user with incidence relation is identified with the user Know;
Acquiring unit, is configured to determine each described first user logo collection corresponding the Two user's logo collections, wherein, second user logo collection by with the first user identification sets User mark composition of user's mark with incidence relation in conjunction;
Second processing unit, is configured to polymerize each described first user logo collection respectively And its corresponding second user logo collection, generate each first user's logo collection corresponding 3rd user's logo collection, and the user for not determining affiliated user's logo collection is marked Knowledge is added separately in each described 3rd user's logo collection;
Determining unit, is configured to based on the user in the 3rd user's logo collection each described The degree of association between mark, it is determined that the user's mark for not determining affiliated user's logo collection First affiliated user's logo collection.
7. device according to claim 6, it is characterised in that the determining unit includes:
Computation subunit, is configured to based on the use in the 3rd user's logo collection each described The corresponding degree of association parameter of the degree of association between the mark of family, calculates each first user mark respectively Know and gather corresponding probability parameter, do not determine affiliated user's mark described in the probability parameter instruction The user's mark for knowing set belongs to the probability of first user's logo collection;
Logo collection determination subelement, be configured to by the corresponding probability parameter it is maximum the One user's logo collection is defined as the user's mark institute for not determining affiliated user's logo collection User's logo collection of category.
8. device according to claim 7, it is characterised in that the computation subunit is entered One step is configured to:
Using below equation based on the degree of association between user's mark in the 3rd user's logo collection Corresponding degree of association parameter, calculates the corresponding probability parameter of first user's logo collection:
<mrow> <mi>&amp;Delta;</mi> <mi>Q</mi> <mo>=</mo> <mfrac> <mrow> <mi>T</mi> <mi>o</mi> <mi>t</mi> <mi>a</mi> <mi>l</mi> <mi>i</mi> <mi>n</mi> </mrow> <mi>m</mi> </mfrac> <mo>-</mo> <msup> <mrow> <mo>(</mo> <mfrac> <mrow> <mi>T</mi> <mi>o</mi> <mi>t</mi> <mi>a</mi> <mi>l</mi> <mi>t</mi> <mi>o</mi> <mi>t</mi> </mrow> <msup> <mi>m</mi> <mo>,</mo> </msup> </mfrac> <mo>)</mo> </mrow> <mn>2</mn> </msup> <mo>-</mo> <mfrac> <mrow> <msup> <mi>Totalin</mi> <mo>,</mo> </msup> </mrow> <mi>m</mi> </mfrac> <mo>-</mo> <msup> <mrow> <mo>(</mo> <mfrac> <mrow> <msup> <mi>Totaltot</mi> <mo>,</mo> </msup> </mrow> <msup> <mi>m</mi> <mo>,</mo> </msup> </mfrac> <mo>)</mo> </mrow> <mn>2</mn> </msup> </mrow>
Wherein, Δ Q is the probability parameter, and Totalin is not determine affiliated user's identification sets The association between other users mark in user's mark of conjunction and the 3rd user's logo collection Parameter sum is spent, Totaltot is the corresponding pass of each user mark in the 3rd user's logo collection Connection degree and parameter sum, wherein, the degree of association and parameter are identified to have with it for the user and associated The degree of association parameter sum between user's mark of relation;
Totalin ' is user's identification sets belonging to not determined except described in the 3rd user's logo collection The degree of association parameter sum between user's mark outside user's mark of conjunction, Totaltot ' For user's mark of user's logo collection belonging to not determined except described in the 3rd user's logo collection Outside user identify the corresponding degree of association and the parameter sum;
M is the degree of association parameter between each user mark in user's logo collection Sum, m ' be in user's logo collection each user identify the corresponding degree of association and Parameter sum.
9. device according to claim 8, it is characterised in that described device also includes:
Creating unit, is configured to be pre-created the quantity identical quantity identified with the user User's logo collection;
Adding device, is configured to add user identifications into user's logo collection, Wherein, each described user's mark one described user's logo collection of correspondence.
10. device according to claim 9, it is characterised in that described device also includes:
Logo collection acquiring unit, is configured to belonging to identifying and have determined that as each user During user's logo collection, user's logo collection belonging to the user's mark determined is obtained;
Degree of association parameter calculation unit, is configured to have association between calculating user's logo collection The degree of association parameter sum between user's mark of relation, is obtained between user's logo collection Degree of association parameter;
Incidence relation sets up unit, is configured to based on the degree of association ginseng between user's logo collection Number, the incidence relation set up between user's logo collection.
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