CN103888455B - The intelligent recommendation methods, devices and systems of picture - Google Patents
The intelligent recommendation methods, devices and systems of picture Download PDFInfo
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- CN103888455B CN103888455B CN201410092871.0A CN201410092871A CN103888455B CN 103888455 B CN103888455 B CN 103888455B CN 201410092871 A CN201410092871 A CN 201410092871A CN 103888455 B CN103888455 B CN 103888455B
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Abstract
The invention discloses a kind of intelligent recommendation methods, devices and systems of picture, intelligent recommendation method therein includes：The user's operation information that user is operated on its terminal device is received, the user's operation information includes：User's mark, operating time and operation content；It is determined that the subject information associated with the operation content；The current behavior habits information of the user is determined according to the operating time and the subject information, the current behavior habits information includes：User's mark, time segment information and subject information；Subject information in the current behavior habits information of the user obtains picture corresponding to each time segment information difference；Picture corresponding to issuing the time segment information to the terminal device of the user is identified according to the user.
Description
Technical field
The present invention relates to network communications technology, and in particular to a kind of intelligent recommendation methods, devices and systems of picture.
Background technology
Personalized service is that one kind targetedly services.Because personalized service can better meet different user
Different demands, the satisfaction of user is improved, therefore, personalized service obtains in the especially Internet-related industry of multiple industries
Extensive use is arrived.
In network communications technology, personalized service provider（Such as Virtual network operator or content supplier）For user
The implementation provided personalized service is usually：Relative client is installed in the terminal device of user, being used in user should
During client, user is supplied to its corresponding server end, server end by the client using the personal information of the client
The personal information received according to it predicts user's picture interested, and issues the picture to client, should by client
Picture（Such as wallpaper）It is presented to user.
Inventor has found during the present invention is realized, for personalized service provider, Accurate Prediction user
Interest, and provide the user its really picture interested, be the technical problem that those skilled in the art need constantly to solve.
The content of the invention
It is an object of the present invention to overcome technical problem existing for existing personalized recommendation mode, and provide a kind of figure
The intelligent recommendation methods, devices and systems of piece, technical problem to be solved are to provide the user personalized service provider
Picture can meet the interest of user as far as possible.
The purpose of the present invention and solve its technical problem and can be realized using following technical scheme.
According to a kind of intelligent recommendation method of picture proposed by the present invention, including：It is enterprising in its terminal device to receive user
The user's operation information of row operation, the user's operation information include：User's mark, operating time and operation content；It is determined that
The subject information associated with the operation content；Determine the user's according to the operating time and the subject information
Current behavior habits information, the current behavior habits information include：User's mark, time segment information and subject information；Root
Picture corresponding to each time segment information difference is obtained according to the subject information in the current behavior habits information of the user；According to institute
State user and identify to the terminal device of the user and issue picture corresponding to the time segment information.
According to a kind of intelligent recommendation device of picture proposed by the present invention, including：Receiving module, for receiving user at it
The user's operation information operated on terminal device, the user's operation information include：User's mark, operating time and behaviour
Make content；Topic module is determined, for determining the subject information associated with the operation content；Determine that current behavior is accustomed to mould
Block, it is described to work as determining the current behavior habits information of the user according to the operating time and the subject information
Move ahead includes for habits information：User's mark, time segment information and subject information；Customized information module, for according to institute
State the subject information in the current behavior habits information of user and obtain picture corresponding to each time segment information difference；Issue module,
For identified according to the user issue the time segment information to the terminal device of the user corresponding to picture.
According to a kind of intelligent recommendation system of picture proposed by the present invention, including：Multiple terminal devices and server；Institute
State the intelligent recommendation device that above-mentioned picture is provided with server；Personalized Intelligent Recommendation client is provided with the terminal device
End；The Personalized Intelligent Recommendation client is used for, in the user's operation information that user is operated on its terminal device
Report shows the picture to server, and after terminal device receives picture corresponding to the time segment information that server issues.
By above-mentioned technical proposal, the intelligent recommendation method, apparatus of the picture provided by the invention for mobile device and
System at least has following advantages and beneficial effect：
The embodiment of the present invention is determined to embody user by collecting user's operation information, and based on user's operation information
In the current behavior habits information of the point of interest of different time sections, so, the embodiment of the present invention can be according to the current line of user
User is obtained in the different pictures interested to different time sections for habits information, and is issued to user；Different time sections pair
The different pictures answered will more meet the interest of user, therefore, issue the possibility meeting that the picture of recommendation is received by user
It is higher, so as to improve the utilization rate of the utilization rate of information and network transmission resource.
Described above is only the general introduction of technical solution of the present invention, in order to better understand the technological means of the present invention,
And can be practiced according to the content of specification, and in order to allow the present invention above-mentioned and other purposes, feature and advantage energy
Enough become apparent, below especially exemplified by preferred embodiment, describe in detail as follows.
Brief description of the drawings
In order to illustrate more clearly about the embodiment of the present invention or technical scheme of the prior art, below will be to institute in embodiment
The accompanying drawing needed to use is briefly described, it should be apparent that, drawings in the following description are only some implementations of the present invention
Example, for those of ordinary skill in the art, on the premise of not paying creative work, can also be obtained according to these accompanying drawings
Obtain other accompanying drawings.
Fig. 1 is the intelligent recommendation method flow diagram for the picture that the embodiment of the present invention one provides；
Fig. 2 is the intelligent recommendation method flow diagram for the personalized wallpaper that the embodiment of the present invention two provides；
Fig. 3 is the infonnation collection process schematic diagram that the embodiment of the present invention two provides；
Fig. 4 is that the personalized wallpaper that the embodiment of the present invention two provides issues process schematic；
Fig. 5 is the intelligent recommendation schematic device of the picture of the embodiment of the present invention three；
Fig. 6 is the intelligent recommendation system schematic for the picture that the embodiment of the present invention four provides.
Embodiment
Inventor has found during the present invention is realized, user different time sections interest often difference,
For example, among one day, ordinary practice browses news to user in the time using 30 minutes or so in the morning, at noon during lunch break
Between user get used to browsing it where community community forum, user gets used to playing game or sees video after supper.Such as
Fruit can issue to user the information of the different interest for meeting its corresponding period in the different periods（Such as wallpaper or phase
Close product content introduction etc.）, then the possibility that the information that issues is accepted by user can be higher, so that the prediction of user interest is more
It is accurate to add, and then can improve the utilization rate of information and the utilization rate of network transmission resource.
Below in conjunction with the accompanying drawing in the embodiment of the present invention, the technical scheme in the embodiment of the present invention is carried out clear, complete
Site preparation describes, it is clear that described embodiment is only part of the embodiment of the present invention, rather than whole embodiments.It is based on
Embodiment in the present invention, the every other embodiment that those of ordinary skill in the art are obtained, belong to what the present invention protected
Scope.
Embodiment one, the intelligent recommendation method of picture.The flow of the intelligent recommendation method of the present embodiment is as shown in Figure 1.
In Fig. 1, the user's operation information that S100, reception user are operated on its terminal device.
Specifically, the terminal device of user can be specially computer（Such as mobile computer or desktop computer
Deng）、PAD（Tablet personal computer）Or intelligent mobile phone etc. can realize network communication（Such as internet communication）Smart machine.
User performs different operations on its terminal device can be corresponding with different user's operation informations, these users behaviour
Making information can be produced by the Personalized Intelligent Recommendation client in terminal device, and by the Personalized Intelligent Recommendation client
Offer its corresponding server（As using based on HTTP message to server end report of user operation information）.That is,
Personalized Intelligent Recommendation client is installed, the Personalized Intelligent Recommendation client is mainly used in user in the terminal device of user
The collection of operation information reports, and the Personalized Intelligent Recommendation client is additionally operable to customized information（Such as picture）Displaying.
In addition, user is using the browser client in its terminal device when carrying out network access, browser client
User can easily be obtained user's operation information caused by network access operation is carried out on its terminal device.Browser visitor
The user's operation information that family end can be obtained reports corresponding server.The server can be browser client pair
Server corresponding to the server or Personalized Intelligent Recommendation client answered；If the server is browser clients
Server corresponding to end, the then user's operation information that the server can be by browser client transmission be transferred to personalized intelligence
Server corresponding to client can be recommended, customized information is carried out for it（Such as picture）Issue.Certainly, browser client
The user's operation information that can be obtained is transferred to the Personalized Intelligent Recommendation client installed in terminal device, and by individual character
Change intelligent recommendation client and report its corresponding server.
Personalized Intelligent Recommendation client can obtain user's operation information by the way of monitoring, as monitoring users trigger
The operation that some application is active；For another example monitoring users close some application etc..Personalized Intelligent Recommendation client
It can use according to predetermined period of time（Such as 30 seconds）Timing crawl user currently to its terminal device carry out operation come to
Family operation information realizes collection.
It is above-mentioned to obtain user's operation information by the way of monitoring, can by the desktop state of monitor terminal equipment and
The modes such as the process in monitor terminal equipment are realized；One specific example, the desktop of timing detection terminal equipment
Explorer's exposes situation, i.e. the area that exposes of desktop reaches the percentage of the desktop gross area, if sentenced according to the situation of exposing
Break to apply and be almost completely exposed currently without the screen for occupying terminal device, the desktop explorer of terminal device, then obtain
Snoop results can be closed for current application（" vacation is closed " state is properly termed as, although that is, current application is in
Still application is currently used by a user running status）；Another specific example, the resource management of monitor terminal equipment
Process in device, if process corresponding to the current application activated is not present, obtained snoop results can be currently should
With being closed（It is properly termed as " true to close " state）.
User's operation information in the present embodiment mainly includes user's mark, operating time and operation content etc..
User's mark can go out a user with unique mark, such as in the case where user has login account, user mark
Knowledge can be user account, and in the case where user does not have logon account, the user identifies the terminal that can be defaulted as user
The mark of equipment（Such as the medium access control MAC Address of terminal device）Deng.
Operating time can be the time that user activates some application, the time or input that either some is applied for closing
Time of information etc..
Operation content mainly includes：User inputs operation scenario information etc. corresponding to information and user；And user inputs
Information can be the search key that user inputs in a search engine, or the character that user inputs in WORD documents,
The either chat content that is inputted in immediate communication tool of user, or Mail Contents for being inputted in mail of user etc.；
Operation scenario information can represent the concrete application that user is being currently used.For example, operation scenario information can include：Do
Public software operation scenario information（User can be represented the office softwares such as WORD are being currently used）, web page browsing scene information
（User can be represented and currently carry out network access）, scene of game information（User can be represented and currently playing trip
Play, and game name or type of play etc. can be further shown that）, immediate communication tool application scenarios information（Can be with table
Show that immediate communication tool is being currently used in user, and the title of immediate communication tool can be further shown that etc.）, image
Edit scene information（User can be represented picture editting's application is being currently used, and can further show that image is compiled
Collect title of application etc.）, video playback scene information（User can be represented video playback application is being currently used, and can
To further show that title of video playback application etc.）, audio play scene information（User, which can be represented, currently to be made
Played and applied with audio, and can further show that audio plays title of application etc.）, mail handling operations scene information
（User can be represented and currently carry out mail transmission/reception processing etc.）And Desktop-scene information（It is current user can be represented
Each application is not used, and the terminal device of user is in desktop dispaly state）.
In the present embodiment, Personalized Intelligent Recommendation client can obtain from the input method dictionary of the terminal device of user
The vocabulary of user's predetermined quantity most-often used recently, information is inputted so as to obtain user, such as Personalized Intelligent Recommendation client
The most-often used the first two vocabulary of active user was obtained from input method dictionary every 30 seconds.
In the present embodiment, Personalized Intelligent Recommendation client can be to the information that it is collected, i.e. operation content carries out pre-
Processing（Such as filtration treatment）, to reject the information for being unable to effecting reaction user's current operation, such as Personalized Intelligent Recommendation client
End inputs information to user and carries out the processing such as keyword extraction.Under normal circumstances, in order to ensure the operation of the terminal device of user
The equipment performances such as speed, Personalized Intelligent Recommendation client can not pre-process to the information that it is collected, and directly will
Its operation content collected is identified together with user and the operating time reports to corresponding server end.
The user's operation information that Personalized Intelligent Recommendation client can be obtained by the way of timing reports reports
To its corresponding server end, reported once to server end corresponding to Personalized Intelligent Recommendation client every other hour as every.
S110, the determination subject information associated with operation content.
Specifically, server end in the present embodiment can enter to the operation content in user's operation information that it is received
Row correlation analysis, to determine subject information corresponding to each operation content difference；The correlation analysis can include semantic point
Analysis and content analysis etc..
Multiple subject informations can be previously provided with the server end of the present embodiment, server end is receiving user behaviour
After making information, operation content therein and the being associated property of subject information pre-set are analyzed, to determine operation content institute
Corresponding subject information；Subject information as corresponding to operation content " Bei Dai River " is " ocean " and/or " tourism ".
One specific example, server end can be directed to the subject information pre-set and establish model, and server end exists
After receiving user's operation information, operation content therein is inputted into the model, in the operation that the model then can be exported and inputted
Hold corresponding subject information.
S120, the current behavior habits information for determining according to operating time and subject information user.
Specifically, operating time and the above-mentioned subject information determined can be carried out time shaft fitting by server end,
So as to which the time shaft of the fitting can represent the current behavior custom of user, i.e., according to the operation content of upload through model analysis
Obtain within the period of some time to some time, user's subject information of interest, reflect user in the period
Point of interest what is（With the point of interest of the user represented by subject information）, such as at noon 13:00-13:30, user checks
Some themes are the page in " Bei Dai River " etc., then it is " ocean " that analysis, which obtains point of interest of the user in the period,.
In addition, in time shaft fit procedure, server end can also be using operation scenario information as fitting parameter, this
Sample, the time shaft fitted can embody the operation scenario of user.The time shaft such as fitted can embody at noon 13:
00-13:30, based on web page browsing scene information, user uses a large amount of content to " ocean " related of browser searches.
Server end can store its timeline information fitted, that is, store the current behavior habits information of user.Clothes
The current behavior habits information that device end stores of being engaged in can include user's mark, time segment information and subject information；Server end
The current behavior habits information of storage can further include the current operation scenario information of user.
It should be noted that the current behavior habits information of user can be corrected constantly, i.e. the current line of user
Can progressively it be changed with the change for the user's operation information being collected into for habits information, so, the current behavior of user
Habits information can preferably meet the real behavioural habits of active user.
The initial behavioural habits information of user can be the behavioural habits information set for user default, i.e., of the invention real
When applying the method initial launch of example, multiple users can be set with the initial behavioural habits information of identical, the initial behavior
Habits information turns into the current behavior habits information of user, should be according to each use after different user's operation informations is received
The user's operation information at family is adjusted to the initial behavioural habits information of each user so that different user formed it is different
Current behavior habits information.
S130, the subject information in the current behavior habits information of user are obtained corresponding to each time segment information difference
Picture.
Specifically, the picture in the present embodiment can be the wallpaper of terminal device（Such as include the UltraDialUp of related service
The wallpaper in road）, picture etc. in practical work news, the picture of game recommdation, video, music the front cover picture and microblogging recommended.
Picture in the present embodiment（Such as the picture stored in server, the picture obtained for another example at other servers）It is right
There should be subject information, the subject information can determine according to corresponding label, newsletter archive, video name etc..So, take
Business device end, which can be searched from each picture using the subject information in the current behavior habits information of user and be obtained the user, to exist
The possible Target Photo interested of different time sections.
Server end can obtain picture corresponding to each time segment information difference of the user in advance, such as in daily morning
Server end obtains the user according to the subject information in the current behavior habits information of user to be believed each period in one day
Breath difference corresponding to picture, and by each time segment information respectively corresponding to the current behavior habits information one of pictorial information and user
Play storage.Server end can also will arrive according to the subject information in the current behavior habits information of user in some period
Pictorial information corresponding to the period is obtained when coming or arriving in real time.
S140, identified according to user issue time segment information to the terminal device of user corresponding to pictorial information.
Specifically, server end can be identified based on user corresponding to each time segment information difference for obtaining it in advance
Pictorial information is issued to the terminal device of user together with each time segment information.In this case, in the terminal device of user
Each time segment information and each time segment information that Personalized Intelligent Recommendation client storage terminal device receives correspond to respectively
Pictorial information, afterwards, Personalized Intelligent Recommendation client can when current time reaches certain period, to user displaying should
Pictorial information corresponding to period（Such as the current wallpaper of the automatic terminal device for changing user）；In addition, Personalized Intelligent Recommendation
Client can also obtain current operation scene corresponding to the terminal device of user and believe when current time reaches certain period
Breath, and judge whether the current operation scene information of user meets picture presentation scene corresponding to the period（I.e. user is current
Operation scenario if appropriate for show the picture）If met, belonging to Personalized Intelligent Recommendation client displaying current time
Time segment information corresponding to picture, otherwise, do not show temporarily, until the current operation scenario of user, to meet the period corresponding
Picture presentation scene when be shown again（Such as after user opens WORD documents, the page back of the body of the WORD documents is changed automatically
Scape color and/or watermark etc.）.
The time segment information that server end can also be issued only belonging to current time to the terminal device of user every time is corresponding
Picture.In this case, the Personalized Intelligent Recommendation client in the terminal device of user directly can connect terminal device
The customized information received is shown to user；In addition, Personalized Intelligent Recommendation client can also first obtain the end of active user
Operation scenario information corresponding to end equipment, and judge whether the current operation scenario of active user meets its picture received
Show scene（I.e. current user operation scene is if appropriate for the displaying picture）If met, Personalized Intelligent Recommendation client
End shows its picture received, does not otherwise show, until the current operation scenario of user meets the exhibition of its picture received
It is shown again when showing scene.
In addition, it is necessary to explanation, server end are issuing the period belonging to current time to the terminal device of user
When information corresponds to picture, the corresponding picture for being considered as the period issues gap periods, i.e., for some period
Speech, this picture issue with last time issue between interlude whether reached predetermined and issue gap periods.For example, it is directed to
Daily 8：00-9：Customized information corresponding to 00 this time segment information, this issue with last time issue generally should between every two days
Time, if being only spaced half an hour, illustrate that today issued for the period, today can no longer be directed to 8：
00-9：00 this period issued picture.
Server end can also be when preparing to issue picture corresponding to the time segment information belonging to current time, to personalization
The current operation scene information of intelligent recommendation client request user, and judge to use according to the current operation scene information received
Whether the current operation scenario in family meets its picture presentation scene received（I.e. the current operation scene of user if appropriate for
Show the picture）If met, server end issues the time segment information pair belonging to current time to the terminal device of user
The picture answered, customized information is not temporarily otherwise issued, until the current operation scenario of the user within the period suits the requirements
The picture presentation scene issued.In this case, the Personalized Intelligent Recommendation client in the terminal device of user can be direct
The picture that terminal device receives is shown to user.
Server end in the present embodiment can utilize issues above-mentioned letter based on HTTP message to the terminal device of user
Breath.In addition, the Personalized Intelligent Recommendation client in the present embodiment can obtain current operation scene letter using existing way
Breath, is no longer described in detail herein.
One of the present embodiment has particular application as：User A is at continuous several days noon 12：30 to 13：00 lunch break
Substantial amounts of " Bei Dai River " information has been searched in section, and has browsed the webpage related to " Bei Dai River ", server end is receiving this
After user's operation information, subject information is " ocean " according to corresponding to " Bei Dai River " is determined in semantic analysis/content analysis, then takes
12 in business device end adjustment user A current behavior habits information：30-13：Subject information corresponding to 00 period, and obtain with
" ocean " related wallpaper, afterwards, the current behavior of the wallpaper related to " ocean " that server end is obtained and user A are practised
12 in used information：30-13：00 this period corresponding storage, afterwards, in the lunch break section of second day（Such as 12：00）,
Server end issues the wallpaper related to " ocean " of its storage according to user A current behavior habits information to user A.
Another of the present embodiment has particular application as：User B gets used at night 18：The 00 front and rear X that opens plays, server
The user B of the storage user's operation information related to the operation is held to occur in one month at least 15 times, server end can
User B customs at night 18 are determined with the user's operation information stored according to it：00 or so plays game（Or play X game）,
So as to which server end can be before user B opens game, such as 17：00-18：00 this period the terminal device to user B
Issue and play（Or X game）Related content, is played for example, the terminal device of from server end to user B issue with user B
The recommended information of the game for correlation of playing.
Another of the present embodiment has particular application as：Chat about games content input frequency highests of the user C after 18 points
Word be the words such as " attractable point card " and " collecting money from the audience ", server end can determine therefrom that out major demands of the user C to game
And purpose may be related to interests, so as to which server end can be when user C exits game（Server end can be based on individual character
Change intelligent recommendation client and know that user C exits the time of game）, the letter related to point card is issued to user C terminal device
Breath.
Embodiment two, the intelligent recommendation method of personalized wallpaper.Said with reference to the method for Fig. 2-4 pairs of the present embodiment
It is bright.
In fig. 2, user is starting client（Such as the wallpaper client in Fig. 3, wallpaper intelligent recommendation visitor is referred to as
Family end）When, client can send the request of wallpaper intelligent recommendation to its corresponding server, and user's mark can be carried in the request
Know, the user identity information can be user account, or the mark of the terminal device of user（Such as MAC Address）, and
Source address in the request can be the IP address of terminal device；Server receive wallpaper intelligent recommendation request when, according to
The current behavior habits information of the user（The default current behavior habits information set such as server for the user when initial）
Wallpaper information corresponding to each period is issued to the user.Afterwards, user carries out information exchange operation, user and visitor with client
Family end, which carries out information exchange operation, can include following four kinds：
1st, user download manually individual wallpaper operation or user's mark its like individual wallpaper operation；The operation can be with bright
Really show accreditation and demand of the user to wallpaper；And the client can accurately obtain the operating time that user performs the operation
And operation content.
2nd, user searches for the operation of wallpaper keyword；The search key that user inputs in the client is user's active table
Up to the most important mode of its demand；And the client can be performed with more accurate acquisition user operating time of the operation with
And operation content.
3rd, user selects the operation of wallpaper；Client can get the wallpaper label of wallpaper selected by user, wallpaper mark
Label are the displayings of finer wallpaper content, and wallpaper label can accurately represent the information that wallpaper is carried, can be completeer
The whole integrity attribute for reflecting wallpaper.The wallpaper label that the user that server can utilize client to report selects carries for user
For more accurate personalized wallpaper recommendation service, the targeted service object of the service is the user with exact requirements.
4th, user selects the operation of wallpaper classification；The wallpaper classification of user's selection can be from upper description wallpaper in a big way
Attribute, such as rainy day or green.The wallpaper classification that the user that server can utilize client to report selects provides the user
Wider range of personalized wallpaper recommendation service, the targeted service object of the service be usually wallpaper interest extensively, in wallpaper
Hold the bigger user of wallpaper scope that is not fastidious, being received.
Client can accurately get user and be carried out the time point of information exchange operation with it, and the time point can be with
It is accurate to the second.Client can also get user carry out other operation scene information, the vocabulary often inputted such as user be
Input in WORD, still input in a search engine.
Client can be got including user according to other of user and its information exchange or monitoring users operation
User's operation information including mark, operating time and operation content, client store its user's operation information got.
Client can report the user's operation information of its storage and user to mark according to predetermined time interval to server
Know（As shown in Figure 3）, such as in fig. 2, in every morning 9：User end to server reports the same day 8 that it is stored when 00：00-9：
00 user's operation information, in every morning 10：User end to server reports the same day 9 that it is stored when 00：00-10：00
User's operation information, by that analogy.
Due to client report of user operation information per hour, therefore, server can be received in the period per hour
User's operation information.Server is after the user's operation information in one hour period is received, to the user in this hour period
Being associated property of operation information is analyzed, to determine subject information corresponding to each user's operation information, and by the subject information with grasping
It is fitted as the time, so as to realize the segmentation to time shaft using subject information, there is the different interest of multiple correspondences to be formed
The time shaft of the period of point, the time shaft can embody user's high-frequency operation performed in certain time period or institute
The high frequency vocabulary of input.For example, morning 8：00-9：00 for first point of interest of corresponding user period, morning 9：00-
10：00 is the period of second point of interest of corresponding user.It should be noted that although the period here deposits with client
Store up and the period of report of user operation information is identical, still, this is not offered as corresponding incidence relation being between the two present.
The server of the present embodiment can also fit within wallpaper corresponding to subject information in above-mentioned time shaft, i.e. server
In storage time axis information, wallpaper information corresponding to each period on storage time axle can also be corresponded to（Such as specific wall
Label of paper content or wallpaper etc.）.
In addition, the server of the present embodiment can also fit within operation scenario information in above-mentioned time shaft, i.e. server
In storage time axis information, operation scenario information corresponding to each period on storage time axle can also be corresponded to（Such as desktop
Scene information, browser scene information, scene of game information, office software scene information etc.）.
Afterwards, server judges whether current time and the time of the period on time shaft have passed through period of time T（Such as
One day）If have passed through period of time T, may indicate that active user's behavioural habits information is according to user's operation information
It is corrected, so as to which personalized wallpaper corresponding to the period to be handed down to the terminal device of user（As shown in Figure 4）,
The wallpaper of terminal device is replaced by the personalized wallpaper by the client in terminal device；If without period of time T,
It may indicate that active user's behavioural habits information is not yet modified according to user's operation information, so that when server can be by this
Between general wallpaper corresponding to section be handed down to the terminal device of user, by the client in terminal device by the wallpaper of terminal device
It is replaced by the general wallpaper.
Server can select it to issue opportunity when issuing wallpaper, such as in the case where terminal device is in Desktop-scene,
Wallpaper is issued to the terminal device of user；Server can issue wallpaper in advance based on the period on time shaft, can also prolong
After issue wallpaper, such as under browser scene, server can select delay to terminal device to issue wallpaper, for another example, play
Under scene, server can select in advance or postpone to issue wallpaper to terminal device, for another example, reach set ratio in Desktop-scene
In the case of example, server issues wallpaper to terminal device.
The intelligent recommendation device of embodiment three, picture.The device can be arranged in server, and the structure of the device is shown
It is intended to as shown in Figure 5.
In Fig. 5, the device mainly includes：Receiving module 500, determine topic module 510, determine that current behavior is accustomed to module
520th, customized information module 530 and module 540 is issued.
For receiving module 500 with determining that topic module 510 is connected, receiving module 500 is mainly used in receiving user in its terminal
The user's operation information operated in equipment.
Specifically, the user's operation information that receiving module 500 receives can be the personalization in the terminal device of user
What browser client that intelligent recommendation client reports or in terminal device reported.
The user's operation information that receiving module 500 receives mainly includes user's mark, operating time and operation content
Deng.Above-mentioned user's mark can go out a user with unique mark, such as in the case where user has login account, user mark
Can be user account, in the case where user does not have logon account, user mark can be the terminal device of user
Mark（Such as the medium access control MAC Address of terminal device）Deng.The aforesaid operations time can be that user activates some application
Time either closes the time of some application or inputs time of information etc..Aforesaid operations content mainly includes user and inputs letter
Breath and operation scenario information etc.；And it can be that the search that user inputs in a search engine is crucial that user therein, which inputs information,
The chat content or use that word character or user that either user inputs in WORD documents input in immediate communication tool
Mail Contents that family inputs in mail etc.；Operation scenario information therein can represent user be being currently used it is specific
Using for example, operation scenario information can include office software operation scenario information（User can be represented to be being currently used
The office softwares such as WORD）, web page browsing scene information, scene of game information, immediate communication tool application scenarios information, image compile
Collect scene information, video playback scene information, audio and play scene information, mail handling operations scene information and Desktop-scene
Information.
Personalized Intelligent Recommendation client in terminal device reports use by the way of timing reports to server end
In the case of the operation information of family, receiving module 500 can be with timing receipt to user's operation information.
Determine that topic module 510 is connected respectively with receiving module 500 and determination current behavior custom module 520, it is determined that
Topic module 510 is mainly used in determining the subject information associated with operation content.
Specifically, the user that the determination topic module 510 in the present embodiment can receive to receiving module 500 operates letter
Being associated property of operation content analysis in breath, to determine subject information corresponding to each operation content difference；The relevance point
Analysis can include semantic analysis and content analysis etc..
In the device of the present embodiment（Such as determine in topic module 510）Multiple subject informations can be previously provided with, are being connect
After receipts module 500 receives user's operation information, determine topic module 510 by operation content therein and the theme pre-set
Being associated property of information is analyzed, to determine the subject information corresponding to operation content；Such as the subject information corresponding to " Bei Dai River "
For " ocean ".
One specific example, determine that topic module 510 can be directed to the subject information pre-set and form model, connecing
After receipts module 500 receives user's operation information, determine that operation content therein is inputted the model by topic module 510, the mould
The subject information corresponding to operation content that type then can be exported and inputted.
Determine current behavior custom module 520 with determining that topic module 510 and customized information module 530 connect respectively
Connect, determine that current behavior custom module 520 is mainly used in determining the current behavior of user according to operating time and subject information
Habits information.
Specifically, determine that current behavior custom module 520 can be true by operating time and above-mentioned determination topic module 510
The subject information made carries out time shaft fitting, so as to which the time shaft of the fitting can represent the current behavior custom of user,
I.e. within the period of some time to some time, what the point of interest of user is（With the user represented by subject information
Point of interest）, such as at noon 13:00-13:30, the point of interest of user is ocean.
In addition, in time shaft fit procedure, determine that current behavior custom module 520 can also make operation scenario information
For fitting parameter, so, determine that current behavior is accustomed to the time shaft that module 520 fits and can embody the operation field of user
Scape, such as determine that the time shaft that fits of current behavior custom module 520 can embody at noon 13:00-13:30, user makes
The content largely to " ocean " related with browser searches.
Determine that current behavior custom module 520 can store its timeline information fitted, that is, store the current of user
Behavioural habits information.Determine current behavior custom module 520 store current behavior habits information can include user mark, when
Between segment information and subject information；Determine that the current behavior habits information that current behavior custom module 520 stores can also enter one
Step includes the current operation scenario information of user.
It should be noted that determining the current behavior habits information for the user that current behavior custom module 520 is stored is
Can constantly be corrected, i.e., the current behavior habits information of user can with the change for the user's operation information being collected into and by
Step changes, and so, the current behavior habits information of user can preferably meet the real behavioural habits of active user.With
The initial behavioural habits information in family can be to determine that current behavior custom module 520 is the behavioural habits letter that user default is set
Breath, i.e., when the device of the embodiment of the present invention brings into operation, determine that current behavior custom module 520 can be set to multiple users
The initial behavioural habits information of identical, the initial behavioural habits information turn into the current behavior habits information of user, connect
After receipts module 500 receives different user's operation informations, determine that current behavior custom module 520 should be according to the use of each user
Family operation information is adjusted to the initial behavioural habits information of each user, so as to which different user forms different current behaviors
Habits information.
Customized information module 530 is connected respectively with determining current behavior custom module 520 and issuing module 540；It is individual
Property information module 530 be mainly used in subject information in the current behavior habits information according to user and obtain each time segment information
Customized information corresponding to respectively（Such as picture）；
Specifically, the customized information that customized information module 530 obtains can be the wallpaper of terminal device（Such as include
The wallpaper of the quick passage of related service）, practical work news, game recommdation information, video recommendations information, music recommendation information and
Microblogging recommendation information etc..
Information resources in the present embodiment（Such as the information resources stored in server, obtained for another example at other servers
Information resources）Subject information is corresponding with, so, customized information module 530 can utilize the current behavior custom letter of user
Subject information in breath is searched from information resources and obtains the customized information that the user may be interested in different time sections
（Such as picture）.
Customized information module 530 can obtain customized information corresponding to each time segment information difference of the user in advance
（Such as picture）, the theme letter such as in daily morning customized information module 530 in the current behavior habits information of user
Breath obtains customized information corresponding to each time segment information difference of the user in one day（Such as picture）, and each period is believed
Customized information corresponding to breath difference（Such as picture）Stored with together with the current behavior habits information of user.
Customized information module 530 can also according to the subject information in the current behavior habits information of user some when
Between section at hand or arrive when obtain customized information corresponding to the period（Such as picture）.
Module 540 is issued to be connected with customized information module 530, issue module 540 be mainly used according to user identify to
The terminal device of user issues customized information corresponding to time segment information（Such as picture）.
Corresponded to respectively specifically, issuing module 540 and each time segment information for obtaining it in advance being identified based on user
Customized information（Such as picture）Terminal device with being issued to user together with each time segment information；Issuing module 540 can also
Only issue customized information corresponding to time segment information belonging to current time to the terminal device of user every time（Such as picture）.
Issuing module 540 can also prepare to issue customized information corresponding to the time segment information belonging to current time
（Such as picture）When, work as to the current operation scene information of Personalized Intelligent Recommendation client request user, and according to what is received
Preceding operation scenario information judges whether the current operation scenario of active user meets its individualized Information display scene received
（I.e. the current operation scenario of user is if appropriate for the displaying customized information）If meeting individualized Information display scene,
Meet the situation of individualized Information display scene corresponding to time segment information belonging to current time in current operation scene information
Under, issue module 540 and issue customized information corresponding to time segment information belonging to current time to the terminal device of user, it is no
Then, customized information can not temporarily be issued by issuing module 540, until the current operation scenario of the user within the period meets
Need the individualized Information display scene issued.
Issue module 540 and can utilize and above- mentioned information is issued to the terminal device of user based on HTTP message.
Example IV, the intelligent recommendation system of picture.The structural representation of the system is as shown in Figure 6.
In Fig. 6, the system includes multiple terminal devices 600（Two terminal devices 600 are only schematically illustrated in Fig. 6）
And server 610, each terminal device 600 are connected with server 610.
Terminal device 600 can be specially the intelligence that computer, PAD or intelligent mobile phone etc. can realize network communication
Can equipment.Personalized Intelligent Recommendation client 601 is provided with terminal device 600, and the intelligence of picture is provided with server 610
Can recommendation apparatus 611.
The user that Personalized Intelligent Recommendation client 601 is mainly used in being operated user on its terminal device operates
Information reporting is to server 610, and the terminal device 600 where it receives the time segment information pair that server 610 issues
The customized information answered（Such as picture）Afterwards, the customized information is shown（Such as picture）.
Specifically, Personalized Intelligent Recommendation client 601 can obtain user's operation information by the way of monitoring, such as supervise
User is listened to trigger the operation that some application is active；For another example monitoring users close some application etc..Individualized intelligent pushes away
Recommending client 601 can also use according to predetermined period of time（Such as 30 seconds）Timing crawl user is currently to the behaviour of its terminal device
Make to realize information gathering to obtain user's operation information.
Personalized Intelligent Recommendation client 601 obtain user's operation information mainly include user mark, the operating time with
And operation content etc..Personalized Intelligent Recommendation client 601 can be used and obtained from the input method dictionary of the terminal device of user
The mode for taking the vocabulary of family predetermined quantity most-often used recently inputs information to obtain user, such as Personalized Intelligent Recommendation visitor
Family end 601 obtained the most-often used the first two vocabulary of current user every 30 seconds from input method dictionary.
Personalized Intelligent Recommendation client 601 can be to information that it is collected（That is operation content）Carry out pretreatment behaviour
Make, to reject the information for being unable to effecting reaction user's current operation, believe as Personalized Intelligent Recommendation client 601 inputs to user
Breath carries out keyword extraction processing etc..Under normal circumstances, it is personalized in order to ensure the equipment performances such as the speed of service of terminal device
Intelligent recommendation client 601 can not pre-process to the information that it is collected, and the operation content directly collected
Corresponding server end 610 is reported to together with user's mark and operating time.
In the user's operation information that Personalized Intelligent Recommendation client 601 can be obtained by the way of timing reports
Report such as reports once for each one hour to its corresponding server 610 to corresponding server 610.
In customized information（Such as picture）During displaying, the base of intelligent recommendation device 611 of the picture in server 610
In customized information corresponding to each time segment information difference that user's mark obtains it in advance（Such as picture）Believe with each period
In the case that breath is issued to the terminal device of user together, Personalized Intelligent Recommendation client 601 can be with storage terminal device 600
Receive customized information corresponding to each time segment information and each time segment information difference（Such as picture）, afterwards, personalized intelligence
Client 601 can be recommended to show personalized letter corresponding to the period to user when current time reaches certain period
Breath（Such as the current wallpaper of the automatic terminal device for changing user）；In addition, Personalized Intelligent Recommendation client 601 can also with
When the current operation scenario in family meets individualized Information display scene corresponding to the corresponding period, just show belonging to current time
Customized information corresponding to time segment information, otherwise, Personalized Intelligent Recommendation client 601 temporarily can not show corresponding
Property information, is opened up again when the current operation scenario of user meets individualized Information display scene corresponding to the period
Show.
During individualized Information display, when server end 610 only issues current to the terminal device of user every time
Between belonging to time segment information corresponding to customized information（Such as picture）In the case of, Personalized Intelligent Recommendation client 601 can
With the customized information for directly receiving terminal device 600（Such as picture）Shown to user；In addition, Personalized Intelligent Recommendation is objective
Family end 601 can also first obtain the current operation scene information of the terminal device 600 of user, and be believed according to current operation scene
Breath judges whether the current operation scenario of user meets its individualized Information display scene received, if meeting personalized letter
Breath displaying scene, the then customized information that the displaying terminal equipment 600 of Personalized Intelligent Recommendation client 601 receives are otherwise, individual
Property intelligent recommendation client 601 can customized information that temporarily displaying terminal equipment 600 does not receive, until user is current
Operation scenario be shown again when meeting the individualized Information display scene that it is received.
The intelligent recommendation device 611 of picture specifically such as the description in above-mentioned embodiment three, no longer describes in detail herein.
As seen through the above description of the embodiments, those skilled in the art can be understood that the present invention can
Realized by the mode of software plus required general hardware platform.Based on such understanding, technical scheme essence
On the part that is contributed in other words to prior art can be embodied in the form of software product, the computer software product
It can be stored in storage medium, such as ROM/RAM, magnetic disc, CD, including some instructions are causing a computer equipment
（Can be personal computer, server, or terminal device etc.）Perform some of each embodiment or embodiment of the invention
Method described in part.
Each embodiment in this specification is described by the way of progressive, identical similar portion between each embodiment
Divide mutually referring to what each embodiment stressed is the difference with other embodiment.Especially for device or
For the embodiment of person's system, because it is substantially similar to embodiment of the method, so describe fairly simple, related part referring to
The part explanation of embodiment of the method.Apparatus and system embodiment described above is only schematical, wherein described
The unit illustrated as separating component can be or may not be physically separate, and the part shown as unit can be with
It is or may not be physical location, you can with positioned at a place, or can also be distributed on multiple NEs.Can
To select some or all of module therein to realize the purpose of this embodiment scheme according to the actual needs.This area is common
Technical staff is without creative efforts, you can to understand and implement.
The intelligent recommendation methods, devices and systems of the picture provided by the present invention for mobile device are carried out above
It is discussed in detail, specific case used herein is set forth to the principle and embodiment of the present invention, above example
Illustrate to be only intended to help the method and its core concept for understanding the present invention；Meanwhile for those of ordinary skill in the art, according to
According to the thought of the present invention, in specific embodiments and applications there will be changes.In summary, this specification content
It should not be construed as limiting the invention.
Claims (16)
1. a kind of intelligent recommendation method of picture, it is characterised in that this method includes：
The user's operation information that user is operated on its terminal device is received, the user's operation information includes：User marks
Knowledge, operating time and operation content；
It is determined that the subject information associated with the operation content；
The current behavior habits information of the user, the current line are determined according to the operating time and the subject information
Include for habits information：User's mark, time segment information and subject information；
Subject information in the current behavior habits information of the user obtains picture corresponding to each time segment information difference；
Picture corresponding to issuing the time segment information to the terminal device of the user is identified according to the user, including：
The current operation scene information of the user is obtained, meets current time institute in the current operation scene information of the user
In the case of picture presentation scene corresponding to the time segment information of category, issued to the terminal device of the user belonging to current time
Time segment information corresponding to picture；The operation scenario information can represent the concrete application that user is being currently used.
2. the method as described in claim 1, it is characterised in that the use for receiving user and being operated on its terminal device
Family operation information includes：
The user that the Personalized Intelligent Recommendation client transmissions in the terminal device of user are come is received to carry out on its terminal device
Corresponding user's operation information during operation；And/or
Receive the user that the transmission of the browser client in the terminal device of user comes and network access is carried out on its terminal device
Corresponding user's operation information during operation.
3. the method as described in claim 1, it is characterised in that
The operation content includes：User inputs information, and/or, operation scenario information.
4. method as claimed in claim 3, it is characterised in that the operation scenario information includes：Office software operation scenario
Information, web page browsing scene information, scene of game information, immediate communication tool application scenarios information, picture editting's scene information,
Video playback scene information, audio play scene information, mail handling operations scene information or Desktop-scene information.
5. method as claimed in claim 3, it is characterised in that the user, which inputs information, to be included：From the terminal device of user
Input method dictionary in the vocabulary that obtains.
6. the method as described in claim 1, it is characterised in that the current behavior habits information also includes：User is current
Operation scenario information.
7. the method as described in claim 1 or 2 or 3 or 4 or 5 or 6, it is characterised in that it is described according to the operating time with
And the subject information determines that the current behavior habits information of the user includes：
The current behavior habits information of the user, and the user are adjusted according to the operating time and the subject information
Current behavior habits information the behavioural habits information for being initially set to default setting.
8. the method as described in claim 1 or 2 or 3 or 4 or 5 or 6, it is characterised in that the terminal to the user is set
It is standby issue the time segment information corresponding to picture also include：
By each time segment information and each time segment information, corresponding picture is issued to the terminal device of the user together respectively；
Or
Picture corresponding to time segment information belonging to current time is issued to the terminal device of the user.
9. method as claimed in claim 8, it is characterised in that each time segment information and each time segment information is right respectively
In the case that the picture answered is issued to the terminal device of the user together, methods described also includes：
Personalized Intelligent Recommendation client in the terminal device of the user picture according to corresponding to each time segment information
To picture corresponding to the time segment information belonging to user's displaying current time.
10. method as claimed in claim 8, it is characterised in that methods described also includes：
Personalized Intelligent Recommendation client in the terminal device of the user obtains current operation scene information, according to
Current operation scene information determines that current operation scenario meets photo exhibition corresponding to time segment information belonging to current time
In the case of showing scene, to picture corresponding to the time segment information belonging to user's displaying current time.
11. the intelligent recommendation device of a kind of picture, it is characterised in that the device includes：
Receiving module, the user's operation information operated for receiving user on its terminal device, the user operate letter
Breath includes：User's mark, operating time and operation content；
Topic module is determined, for determining the subject information associated with the operation content；
Determine that current behavior is accustomed to module, for determining working as the user according to the operating time and the subject information
Move ahead includes for habits information, the current behavior habits information：User's mark, time segment information and subject information；
Customized information module, each period is obtained for the subject information in the current behavior habits information according to the user
Picture corresponding to information difference；
Module is issued, corresponding to being identified according to the user and issuing the time segment information to the terminal device of the user
Picture, the current operation scene information specifically for obtaining the user, meets in the current operation scene information of the user
In the case of picture presentation scene corresponding to time segment information belonging to current time, issue and work as to the terminal device of the user
Picture corresponding to time segment information belonging to the preceding time；The operation scenario information can represent what user was being currently used
Concrete application.
12. device as claimed in claim 11, it is characterised in that the receiving module is specifically used for：
The user that the Personalized Intelligent Recommendation client transmissions in the terminal device of user are come is received to carry out on its terminal device
The user's operation information of operation；And/or
Receive the user that the transmission of the browser client in the terminal device of user comes and network access is carried out on its terminal device
The user's operation information of operation.
13. the device as described in claim 11 or 12, it is characterised in that the determination current behavior custom module is specifically used
In：
The current behavior habits information of the user, and the user are adjusted according to the operating time and the subject information
Current behavior habits information the behavioural habits information for being initially set to default setting.
14. the device as described in claim 11 or 12, it is characterised in that the module that issues is specifically used for：
Picture corresponding to time segment information belonging to current time is issued to the terminal device of the user.
15. the intelligent recommendation system of a kind of picture, it is characterised in that the system includes：Multiple terminal devices and server；
Intelligent recommendation device just like the picture described in any claim in claim 11-14 is set in the server；
Personalized Intelligent Recommendation client is provided with the terminal device；
The Personalized Intelligent Recommendation client is used for, in the user's operation information that user is operated on its terminal device
Report shows the picture to server, and after terminal device receives picture corresponding to the time segment information that server issues.
16. system as claimed in claim 15, it is characterised in that the Personalized Intelligent Recommendation client is particularly adapted to：
According to figure corresponding to the time segment information belonging to picture corresponding to each time segment information to user's displaying current time
Piece；And/or
Current operation scene information is obtained, current operation scenario is determined in the current operation scene information according to the user
In the case of meeting picture presentation scene corresponding to the time segment information belonging to current time, shown to user belonging to current time
Time segment information corresponding to picture.
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| CN106528745B (en) * | 2016-10-27 | 2020-05-19 | 北京安云世纪科技有限公司 | Method and device for recommending resources on mobile terminal and mobile terminal |
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