CN103888455A - Intelligent recommendation method, device and system for pictures - Google Patents
Intelligent recommendation method, device and system for pictures Download PDFInfo
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- CN103888455A CN103888455A CN201410092871.0A CN201410092871A CN103888455A CN 103888455 A CN103888455 A CN 103888455A CN 201410092871 A CN201410092871 A CN 201410092871A CN 103888455 A CN103888455 A CN 103888455A
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Abstract
The invention discloses an intelligent recommendation method, device and system for pictures. The intelligent recommendation method comprises the steps that user operation information of operations of a user on a terminal device is received, wherein the user operation information comprises user identification, operation time and operation content; thematic information relevant with the operation content is determined; according to the operation time and the thematic information, current behavioral habit information of the user is determined, wherein the current behavioral habit information comprises user identification, time quantum information and thematic information; according to the thematic information in the current behavioral habit information of the user, pictures which correspond to the time quantum information respectively are obtained; according to the user identification, the pictures corresponding to the time quantum information are issued to the terminal device of the user.
Description
Technical field
The present invention relates to network communications technology, be specifically related to a kind of intelligent recommendation methods, devices and systems of picture.
Background technology
Personalized service is that one is served targetedly.Because personalized service can better meet the different demands of different user, improve user's satisfaction, therefore, personalized service is widely applied in the especially Internet-related industry of multiple industries.
In network communications technology, personalized service provider (as Virtual network operator or content supplier etc.) is generally for the implementation that user provides personalized service: in user's terminal equipment, relative client is installed, in the time that user uses this client, this client is used the personal information of this client to offer its corresponding server end user, the interested picture of personal information predictive user that server end receives according to it, and issue this picture to client, by client, this picture (as wallpaper) is presented to user.
Inventor finds realizing in process of the present invention, for personalized service provider, and Accurate Prediction user's interest, and for user provides its real interested picture, be that those skilled in the art need the technical problems that constantly solve.
Summary of the invention
The object of the invention is to, overcome the technical problem that existing personalized recommendation mode exists, and provide a kind of intelligent recommendation methods, devices and systems of picture, technical problem to be solved is that the picture that personalized service provider is provided for user can meet user's interest as much as possible.
Object of the present invention and solve its technical problem and can adopt following technical scheme to realize.
The intelligent recommendation method of a kind of picture proposing according to the present invention, comprising: receive the user's operation information of user at the enterprising line operate of its terminal equipment, described user's operation information comprises: user ID, operating time and content of operation; Determine the subject information being associated with described content of operation; The current behavior habits information of determining described user according to described operating time and described subject information, described current behavior habits information comprises: user ID, time period information and subject information; Obtain picture corresponding to each time period information difference according to the subject information in described user's current behavior habits information; Issue picture corresponding to described time period information according to described user ID to described user's terminal equipment.
The intelligent recommendation device of a kind of picture proposing according to the present invention, comprising: receiver module, and for receiving the user's operation information of user at the enterprising line operate of its terminal equipment, described user's operation information comprises: user ID, operating time and content of operation; Determine topic module, for determining the subject information being associated with described content of operation; Determine current behavior custom module, for determine described user's current behavior habits information according to described operating time and described subject information, described current behavior habits information comprises: user ID, time period information and subject information; Customized information module, for obtaining picture corresponding to each time period information difference according to the subject information of described user's current behavior habits information; Issue module, for issuing picture corresponding to described time period information according to described user ID to described user's terminal equipment.
The intelligent recommendation system of a kind of picture proposing according to the present invention, comprising: multiple terminal equipments and server; In described server, be provided with the intelligent recommendation device of above-mentioned picture; In described terminal equipment, be provided with Personalized Intelligent Recommendation client; Described Personalized Intelligent Recommendation client is used for, and user is reported to server in the user's operation information of the enterprising line operate of its terminal equipment, and receives after picture corresponding to time period information that server issues at terminal equipment, shows described picture.
By technique scheme, the intelligent recommendation methods, devices and systems of the picture for mobile device provided by the invention at least have following advantages and beneficial effect:
The embodiment of the present invention is by collecting user's operation information, and determine and can embody the current behavior habits information of user at the point of interest of different time sections based on user's operation information, like this, the embodiment of the present invention can be obtained user at the interested different picture of different time sections according to user's current behavior habits information, and issues to user; Different pictures corresponding to different time sections will more meet user's interest, and therefore, the picture of the recommendation that issues can be higher by the possibility that user accepted, thereby improved the utilance of information and the utilance of network transmission resource.
Above-mentioned explanation is only the general introduction of technical solution of the present invention, in order to better understand technological means of the present invention, and can be implemented according to the content of specification, and for above-mentioned and other objects of the present invention, feature and advantage can be become apparent, especially exemplified by preferred embodiment, be described in detail as follows below.
Accompanying drawing explanation
In order to be illustrated more clearly in the embodiment of the present invention or technical scheme of the prior art, to the accompanying drawing of required use in embodiment be briefly described below, apparently, accompanying drawing in the following describes is only some embodiments of the present invention, for those of ordinary skills, do not paying under the prerequisite of creative work, can also obtain according to these accompanying drawings other accompanying drawing.
Fig. 1 is the intelligent recommendation method flow diagram of the picture that provides of the embodiment of the present invention one;
Fig. 2 is the intelligent recommendation method flow diagram of the personalized wallpaper that provides of the embodiment of the present invention two;
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 diagram;
Fig. 5 is the intelligent recommendation device schematic diagram of the picture of the embodiment of the present invention three;
Fig. 6 is the intelligent recommendation system schematic of the picture that provides of the embodiment of the present invention four.
Embodiment
Inventor finds realizing in process of the present invention, user tends to difference to some extent in the interest of different time sections, for example, among one day, user in the morning ordinary practice in utilizing the time about 30 minutes to browse news, lunch break user habit is in the community forum of browsing its place community at noon, and after supper, user habit is in playing games or seeing video.If can issue in the different time periods information (as wallpaper or Related product content introduction etc.) of the different interest that meets its corresponding time period to user, the possibility that the information issuing is admitted by user can be higher, thereby make the prediction of user interest more accurate, and then can improve the utilance of information and the utilance 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 clearly and completely described, obviously, described embodiment is only the present invention's part embodiment, rather than whole embodiment.Based on the embodiment in the present invention, the every other embodiment that those of ordinary skills obtain, belongs to the scope of protection of the invention.
The intelligent recommendation method of embodiment mono-, picture.The flow process of the intelligent recommendation method of the present embodiment as shown in Figure 1.
In Fig. 1, S100, receive user in the user's operation information of the enterprising line operate of its terminal equipment.
Concrete, user's terminal equipment can be specially computer (as mobile computer or desktop computer etc.), PAD(panel computer) or intelligent mobile phone etc. can realize the smart machine of network communication (as internet communication).
User carries out different operation meetings to there being different user's operation information on its terminal equipment, these user's operation information can be produced by the Personalized Intelligent Recommendation client in terminal equipment, and report its corresponding server (if the message of utilization based on HTTP is to server end report of user operation information) by this Personalized Intelligent Recommendation client.That is to say, Personalized Intelligent Recommendation client is installed in user's terminal equipment, the collection that this Personalized Intelligent Recommendation client is mainly used in user's operation information reports, and this Personalized Intelligent Recommendation client is also for the displaying of customized information (as picture).
In addition, when the browser client of user in its terminal equipment of use carries out access to netwoks, browser client can obtain the user's operation information producing when user carries out access to netwoks operation on its terminal equipment easily.Browser client can report corresponding server by the user's operation information of its acquisition.This server can be the server that browser client is corresponding, can be also server corresponding to Personalized Intelligent Recommendation client; If this server corresponding server that is browser client, the user's operation information that this server can carry out browser client transmission is transferred to server corresponding to Personalized Intelligent Recommendation client, carries out issuing of customized information (as picture) for it.Certainly, browser client also can be transferred to the user's operation information of its acquisition the Personalized Intelligent Recommendation client of installing in terminal equipment, and reports its corresponding server by Personalized Intelligent Recommendation client.
Personalized Intelligent Recommendation client can adopt the mode of monitoring to obtain user's operation information, applies the operation in state of activation as monitoring users triggers certain; For another example monitoring users is closed certain application etc.Personalized Intelligent Recommendation client also can adopt and capture the current operation that its terminal equipment is carried out of user according to predetermined period of time (as 30 seconds) timing and come user's operation information to realize and gathering.
The mode that above-mentioned employing is monitored is obtained user's operation information, can realize by modes such as the processes in the desktop state of monitor terminal equipment and monitor terminal equipment; A concrete example, the situation of exposing of the desktop explorer of timing sense terminals equipment, be the percentage that exposes area and reach the desktop gross area of desktop, if judge the current screen that does not occupy terminal equipment of application according to the situation of exposing, the desktop explorer of terminal equipment almost exposes completely, the snoop results obtaining can be for current application be in closed condition (can be called " vacation is closed " state, although current application is applied current use by user in running status); The example that another is concrete, the process in the explorer of monitor terminal equipment, if process corresponding to the current application having activated do not exist, the snoop results obtaining can be for current application be in closed condition (can be called " really closing " state).
User's operation information in the present embodiment mainly comprises user ID, operating time and content of operation etc.
User ID can go out a user by unique identification, as in the situation that user has login account, this user ID can be user account, in the situation that user does not have logon account, this user ID can be defaulted as the mark (as the medium access control MAC Address of terminal equipment) of user's terminal equipment etc.
Operating time can be activated for user the time of certain application, or for to close the time of certain application or the time of input message etc.
Content of operation mainly comprises: the operation scenario information that user's input information and user are corresponding etc.; And user's input information can be the search key that user inputs in search engine, or the character inputted in WORD document of user, or the chat content inputted in immediate communication tool of user, or the Mail Contents inputted in mail of user etc.; Operation scenario information can be expressed the current concrete application using of user.For example, operation scenario information can comprise: office software operation scenario information (can express the current office softwares such as WORD that using of user), web page browsing scene information (can express user current carrying out access to netwoks), scene of game information (can express that user is current to play games, and can further express game name or type of play etc.), immediate communication tool application scenarios information (can be expressed the current immediate communication tool that using of user, and can further express the title of immediate communication tool etc.), picture editting's scene information (can express that user is current is using picture editting to apply, and can further express the title of picture editting's application etc.), (can express the current video playback that using of user applies video playback scene information, and can further express the title of video playback application etc.), audio frequency is play scene information and (can be expressed the current audio frequency that using of user and play application, and can further express the title of audio frequency broadcasting application etc.), mail treatment operation scenario information (can express user current carrying out mail transmission/reception processing etc.) and Desktop-scene information (can express that user is current is not using each application, and user's terminal equipment is in desktop show state).
In the present embodiment, Personalized Intelligent Recommendation client can be obtained the vocabulary of predetermined quantity that user the most often uses recently from the input method dictionary of user's terminal equipment, thereby obtain user's input information, as Personalized Intelligent Recommendation client was obtained the first two vocabulary that active user the most often uses from input method dictionary every 30 seconds.
In the present embodiment, the information that Personalized Intelligent Recommendation client can collect it, be that content of operation carries out preliminary treatment (as filtration treatment etc.), with reject can not effecting reaction user current operation information, as Personalized Intelligent Recommendation client is carried out the processing such as keyword extraction to user's input information.Under normal circumstances, in order to guarantee user's the equipment performance such as the speed of service of terminal equipment, the information that Personalized Intelligent Recommendation client can not collect it is carried out preliminary treatment, and the content of operation directly being collected reports to corresponding server end together with user ID and operating time.
The user's operation information of its acquisition is reported to its corresponding server end by the mode that Personalized Intelligent Recommendation client can adopt timing to report, and reported once to server end corresponding to Personalized Intelligent Recommendation client as each one hour.
S110, definite subject information being associated with content of operation.
Concrete, the content of operation in the user's operation information that the server end in the present embodiment can receive it carries out correlation analysis, to determine subject information corresponding to each content of operation difference; This correlation analysis can comprise semantic analysis and content analysis etc.
In the server end of the present embodiment, multiple subject informations can be set in advance, server end is receiving after user's operation information, content of operation wherein and the subject information setting in advance are carried out to correlation analysis, to determine the corresponding subject information of content of operation; If the corresponding subject information of content of operation " Bei Dai River " is " ocean " and/or " tourism ".
A concrete example, server end can be set up model for the subject information setting in advance, server end is receiving after user's operation information, and content of operation is wherein inputted to this model, and this model can be exported and the corresponding subject information of the content of operation of inputting.
S120, determine user's current behavior habits information according to operating time and subject information.
Concrete, server end can carry out time shaft matching by operating time and the above-mentioned subject information of determining, thereby the time shaft of this matching can be expressed user's current behavior custom, obtain within certain time to the time period of certain time through model analysis according to the content of operation of uploading, the subject information that user pays close attention to, the point of interest that has reflected user in this time period what is (with subject information represented go out user's point of interest), as 13:00-13:30 at noon, user checks the page that some theme as " Bei Dai River " etc., analyzing and obtaining user is " ocean " at the point of interest of this period.
In addition, in time shaft fit procedure, server end can also be using operation scenario information as fitting parameter, and like this, the time shaft simulating can embody user's operation scenario.As the time shaft simulating can embody 13:00-13:30 at noon, based on web page browsing scene information, a large amount of contents relevant to " ocean " that user has used browser searches.
Server end can be stored its timeline information simulating, and stores user's current behavior habits information.The current behavior habits information of server end storage can comprise user ID, time period information and subject information; The current behavior habits information of server end storage can further include the current operation scenario information of user.
It should be noted that, user's current behavior habits information can constantly be revised, the current behavior habits information that is user can progressively change along with the variation of the user's operation information of collecting, like this, user's current behavior habits information can better meet the real behavioural habits of active user.
The initial behavioural habits information of user can be the behavioural habits information arranging for user default, in the time of the method initial launch of the embodiment of the present invention, can identical initial behavioural habits information be set to multiple users, this initial behavioural habits information becomes user's current behavior habits information, after receiving different user's operation information, should adjust each user's initial behavioural habits information according to each user's user's operation information, thereby make different user form different current behavior habits information.
S130, obtain each time period information corresponding picture respectively according to the subject information in user's current behavior habits information.
Concrete, the picture in the present embodiment can be for the picture in front cover picture and the microblogging of the picture of the wallpaper of the terminal equipment wallpaper of the quick passage of related service (as include), practical work news, game recommdation, video, music recommend etc.
Picture (as the picture of storing in server, the picture obtaining from other servers for another example) in the present embodiment is to there being subject information, and described subject information can be determined according to corresponding label, newsletter archive, video name etc.Like this, server end can utilize subject information in user's current behavior habits information from each picture, to search and obtain this user may interested Target Photo in different time sections.
Server end can obtain this user's picture corresponding to each time period information difference in advance, as the morning of every day server end obtain the each time period information of this user in one day corresponding picture respectively according to the subject information in user's current behavior habits information, and each time period information is stored together with corresponding pictorial information and user's current behavior habits information respectively.Server end also can according to the subject information in user's current behavior habits information certain time period at hand or arrive time pictorial information corresponding to this time period of Real-time Obtaining.
S140, issue pictorial information corresponding to time period information according to user ID to user's terminal equipment.
Concrete, each time period information that server end can obtain it in advance based on user ID respectively corresponding pictorial information is issued to user's terminal equipment together with each time period information.In this case, each time period information that Personalized Intelligent Recommendation client stores terminal equipment in user's terminal equipment receives and pictorial information corresponding to each time period information difference, afterwards, Personalized Intelligent Recommendation client can, in the time that current time arrives certain time period, be shown pictorial information corresponding to this time period (as the current wallpaper of automatic replacing user's terminal equipment) to user, in addition, Personalized Intelligent Recommendation client also can be in the time that current time arrives certain time period, obtain user's current operation scene information corresponding to terminal equipment, and whether the current operation scene information that judges user meets picture presentation scene corresponding to this time period (being whether the current operation scenario of user is applicable to showing this picture), if met, picture corresponding to time period information under Personalized Intelligent Recommendation client shows current time, otherwise, temporarily do not show, until meeting this time period, shows again (as opened user after WORD document when corresponding picture presentation scene the current operation scenario of user, automatically change page layout background color and/or the watermark etc. of this WORD document).
Server end also can only issue picture corresponding to time period information under current time to user's terminal equipment at every turn.In this case, the customized information that the Personalized Intelligent Recommendation client in user's terminal equipment can directly receive terminal equipment is shown to user; In addition, Personalized Intelligent Recommendation client also can first be obtained active user's operation scenario information corresponding to terminal equipment, and judge whether the current operation scenario of active user meets the displaying scene of its picture receiving (being whether active user's operation scenario is applicable to showing this picture), if met, its picture receiving of Personalized Intelligent Recommendation client shows, otherwise do not show, until the current operation scenario of user is shown while meeting the displaying scene of its picture receiving again.
In addition, it should be noted that, server end is in the time of the corresponding picture of time period information issuing to user's terminal equipment under current time, should consider this time period corresponding picture issue gap periods, for some time periods, between this picture issues and issued last time, whether interlude has reached the predetermined gap periods that issues.For example, for customized information corresponding to this time period information of 8:00-9:00 every day, this issues answers the interval time of one day conventionally with issuing last time, if only interval half an hour, illustrate and issue for this time period today, can no longer issue picture for this time period of 8:00-9:00 today.
Server end can also be in the time preparing to issue picture corresponding to time period information under current time, to Personalized Intelligent Recommendation client-requested user's current operation scene information, and judge according to the current operation scene information receiving whether the current operation scenario of user meets its picture presentation scene receiving (whether the current operation scene that is user is applicable to showing this picture), if met, server end issues picture corresponding to time period information under current time to user's terminal equipment, otherwise temporarily do not issue customized information, until within this time period the current operation scenario of the user picture presentation scene issuing that suits the requirements.In this case, the picture that the Personalized Intelligent Recommendation client in user's terminal equipment can directly receive terminal equipment is shown to user.
Server end in the present embodiment can utilize the message based on HTTP to issue above-mentioned information to user's terminal equipment.In addition, the Personalized Intelligent Recommendation client in the present embodiment can utilize existing mode to obtain current operation scene information, no longer describes in detail at this.
One of the present embodiment has particular application as: user A continuous several days noon 12:30 to 13:00 lunch break section in searched for a large amount of " Bei Dai River " information, and browse the webpage relevant to " Bei Dai River ", server end is receiving after this user's operation information, determine subject information corresponding to " Bei Dai River " for " ocean " according to semantic analysis/content analysis, subject information corresponding to 12:30-13:00 time period in the current behavior habits information of server end adjustment user A, and obtain the wallpaper relevant to " ocean ", afterwards, this time period corresponding stored of 12:30-13:00 in the wallpaper relevant to " ocean " that server end is obtained and the current behavior habits information of user A, afterwards, in the lunch break section of second day (as at 12:00), server end issues the wallpaper relevant to " ocean " of its storage to user A according to the current behavior habits information of user A.
Another of the present embodiment has particular application as: user B gets used to before and after 18:00, opening X game at night, the user's operation information relevant to this operation of the user B of server end storage occurred at least 15 times in one month, server end can be determined user B according to the user's operation information of its storage and be accustomed at night 18:00 left and right play games (or playing X game), thereby server end can be before user B opens game, as issued and (or X game) the relevant content of playing to the terminal equipment of user B during this period of time at 17:00-18:00, for example, server end issues the play games recommended information of relevant game to user B to the terminal equipment of user B.
Another of the present embodiment has particular application as: the chat about games content input frequency the highest word of user C after 18 is the words such as " attractable point card " and " collecting money from the audience ", server end can be determined user C accordingly may be relevant to interests to main demand and the object of game, thereby server end can, in the time that user C exits game (server end can know that user C exits the time of game based on Personalized Intelligent Recommendation client), issue and an information that card is relevant to the terminal equipment of user C.
The intelligent recommendation method of embodiment bis-, personalized wallpaper.Method below in conjunction with Fig. 2-4 pair the present embodiment describes.
In Fig. 2, user start client (as the wallpaper client in Fig. 3, also can be called wallpaper intelligent recommendation client) time, client can send the request of wallpaper intelligent recommendation to its corresponding server, in this request, can carry user ID, this user totem information can be user account, can be also the mark (as MAC Address etc.) of user's terminal equipment, and source address in this request can be the IP address of terminal equipment; Server, in the time receiving the request of wallpaper intelligent recommendation, issues wallpaper information corresponding to each time period according to this user's current behavior habits information (if server is the default current behavior habits information that this user arranges when initial) to this user.Afterwards, user and client are carried out information interaction operation, and user and client are carried out information interaction operation can comprise following four kinds:
1, user manually downloads individual wallpaper operation or its individual wallpaper operation liked of user's mark; This operation can clearly show approval and the demand of user to wallpaper; And this client can accurately obtain user carries out operating time and the content of operation of this operation.
2, the operation of user search wallpaper keyword; The searched key word that user inputs in client is the topmost mode that user initiatively expresses its demand; And this client can be more accurate acquisition user carry out operating time and the content of operation of this operation.
3, user selects the operation of wallpaper; Client can get the wallpaper label of user-selected wallpaper, and wallpaper label is the displaying of meticulousr wallpaper content, and wallpaper label can be expressed the information that wallpaper carries accurately, can more completely reflect the integrity attribute of wallpaper.Server can utilize wallpaper label that user that client reports selects to provide more accurate personalized wallpaper recommendation service for user, this service for service object be the user with accurate requirement.
4, user selects the operation of wallpaper classification; The wallpaper classification that user selects can be from describing in a big way the attribute of wallpaper, as rainy day or green etc.Server can utilize wallpaper classification that user that client reports selects to provide more wide in range personalized wallpaper recommendation service for user, this service for service object be generally the larger user of wallpaper scope that wallpaper interest is extensive, not fastidious to wallpaper content, accept.
Client can get user accurately carries out information interaction operation time point with it, and this time point can be as accurate as second.The scene information that client can also get user carries out other operations, as the vocabulary of the normal input of user is inputted in WORD, or input in search engine.
Client can get the user's operation information including user ID, operating time and content of operation according to other operations of user and its information interaction or monitoring users, its user's operation information getting of client stores.
Client can report according to predetermined time interval user's operation information and the user ID (as shown in Figure 3) of its storage to server, as in Fig. 2, in the time of every morning 9:00 user end to server report its storage the same day 8:00-9:00 user's operation information, in the time of every morning 10:00 user end to server report its storage the same day 9:00-10:00 user's operation information, by that analogy.
Due to client report of user operation information per hour, therefore, server can receive the user's operation information in the period per hour.Server is receiving after one hour user's operation information in the period, user's operation information in this hour period is carried out to correlation analysis, with the subject information of determining that each user's operation information is corresponding, and this subject information and operating time are carried out to matching, thereby utilize subject information to realize the segmentation to time shaft, to form the time shaft of time period with the different points of interest of multiple correspondences, this time shaft can embody user performed high-frequency operation or high frequency vocabulary of inputting in section sometime.For example, morning first point of interest that 8:00-9:00 is respective user time period, the time period of second point of interest that morning, 9:00-10:00 was respective user.It should be noted that, although the time period is here identical with the time period of client stores report of user operation information,, this does not represent to exist corresponding incidence relation between the two.
The server of the present embodiment can also fit within wallpaper corresponding subject information in above-mentioned time shaft, be server in memory time when axis information, wallpaper information corresponding to each time period on can also corresponding stored time shaft (as the label of concrete wallpaper content or wallpaper etc.).
In addition, the server of the present embodiment can also fit within operation scenario information in above-mentioned time shaft, be server in memory time when axis information, operation scenario information (as Desktop-scene information, browser scene information, scene of game information, office software scene information etc.) corresponding to each time period on can also corresponding stored time shaft.
Afterwards, server judges whether the time of the time period on current time and time shaft passed through period of time T (as a day), if passed through period of time T, can show that active user's behavioural habits information is for revising according to user's operation information, the terminal equipment (as shown in Figure 4) that thereby the personalized wallpaper corresponding this time period can be handed down to user, is replaced by this personalization wallpaper by the client in terminal equipment by the wallpaper of terminal equipment; If not elapsed time cycle T, can show that active user's behavioural habits information not yet revises according to user's operation information, thereby server can be handed down to the general wallpaper corresponding this time period user's terminal equipment, by the client in terminal equipment, the wallpaper of terminal equipment is replaced by this general wallpaper.
When issuing wallpaper, server can select it to issue opportunity, as in Desktop-scene in the situation that, issued wallpaper to user's terminal equipment at terminal equipment; Server can issue wallpaper the time period based on time shaft in advance, also can delay and issue wallpaper, as under browser scene, server can be selected to postpone to issue wallpaper to terminal equipment, for another example, and under scene of game, server can be selected in advance or postpone to issue wallpaper to terminal equipment, for another example,, in the situation that Desktop-scene both reaches certainty ratio, server issues wallpaper to terminal equipment.
The intelligent recommendation device of embodiment tri-, picture.This device can be arranged in server, and the structural representation of this device as shown in Figure 5.
In Fig. 5, this device mainly comprises: receiver module 500, determine topic module 510, determine current behavior custom module 520, customized information module 530 and issue module 540.
Receiver module 500 is connected with definite topic module 510, and receiver module 500 is mainly used in receiving the user's operation information of user at the enterprising line operate of its terminal equipment.
Concrete, the user's operation information that receiver module 500 receives can be that the Personalized Intelligent Recommendation client in user's terminal equipment reports, and can be also that the browser client in terminal equipment reports.
The user's operation information that receiver module 500 receives mainly comprises user ID, operating time and content of operation etc.Above-mentioned user ID can go out a user by unique identification, as in the situation that user has login account, this user ID can be user account, in the situation that user does not have logon account, this user ID can be the mark (as the medium access control MAC Address of terminal equipment) of user's terminal equipment etc.The aforesaid operations time can be activated the time of certain application or close the time of certain application or the time of input message etc. for user.Aforesaid operations content mainly comprises user's input information and operation scenario information etc.; And user's input information wherein can be Mail Contents of inputting in mail of the chat content inputted in immediate communication tool of the character inputted in WORD document of the search key inputted in search engine of user or user or user or user etc.; Operation scenario information wherein can be expressed the current concrete application using of user, for example, operation scenario information can comprise office software operation scenario information (can express the current office softwares such as WORD that using of user), 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 frequency broadcasting scene information, mail treatment operation scenario information and Desktop-scene information.
The mode that Personalized Intelligent Recommendation customer end adopted timing in terminal equipment reports is to server end report of user operation information, and receiver module 500 can regularly receive user's operation information.
Determine that topic module 510 is connected respectively with receiver module 500 and definite current behavior custom module 520, determines that topic module 510 is mainly used in determining the subject information being associated with content of operation.
Concrete, the content of operation in the user's operation information that the definite topic module 510 in the present embodiment can receive receiver module 500 carries out correlation analysis, to determine subject information corresponding to each content of operation difference; This correlation analysis can comprise semantic analysis and content analysis etc.
In the device of the present embodiment, (in definite topic module 510) can set in advance multiple subject informations, receive after user's operation information at receiver module 500, determine that content of operation wherein and the subject information that sets in advance carry out correlation analysis by topic module 510, to determine the corresponding subject information of content of operation; Subject information as corresponding in " Bei Dai River " is " ocean ".
A concrete example, determine that topic module 510 can be for the subject information formation model setting in advance, receive after user's operation information at receiver module 500, determine that content of operation wherein inputted this model by topic module 510, this model can be exported and the corresponding subject information of the content of operation of inputting.
Determine that current behavior custom module 520 is connected respectively with definite topic module 510 and customized information module 530, determine that current behavior is accustomed to module 520 and is mainly used in determining according to operating time and subject information user's current behavior habits information.
Concrete, determine that the subject information that current behavior custom module 520 can be determined operating time and above-mentioned definite topic module 510 carries out time shaft matching, thereby the time shaft of this matching can be expressed user's current behavior custom, within certain time to the time period of certain time, user's point of interest what is (with subject information represented go out user's point of interest), as 13:00-13:30 at noon, user's point of interest is ocean.
In addition, in time shaft fit procedure, determine that current behavior custom module 520 can also be using operation scenario information as fitting parameter, like this, determine that time shaft that current behavior custom module 520 simulates can embody user's operation scenario, as determined, the time shaft that current behavior custom module 520 simulates can embody 13:00-13:30 at noon, a large amount of contents relevant to " ocean " that user has used browser searches.
Determine that current behavior custom module 520 can store the timeline information that it simulates, store user's current behavior habits information.Determine that the current behavior habits information that current behavior custom module 520 is stored can comprise user ID, time period information and subject information; Determine that the current behavior habits information that current behavior custom module 520 is stored can further include the current operation scenario information of user.
It should be noted that, determine that the user's that current behavior custom module 520 stores current behavior habits information can constantly be revised, the current behavior habits information that is user can progressively change along with the variation of the user's operation information of collecting, like this, user's current behavior habits information can better meet the real behavioural habits of active user.The initial behavioural habits information of user can be the behavioural habits information of determining that current behavior custom module 520 arranges for user default, in the time that the device of the embodiment of the present invention brings into operation, determine that current behavior custom module 520 can arrange identical initial behavioural habits information to multiple users, this initial behavioural habits information becomes user's current behavior habits information, after receiver module 500 receives different user's operation information, determine that current behavior custom module 520 should adjust each user's initial behavioural habits information according to each user's user's operation information, thereby different user forms different current behavior habits information.
Customized information module 530 is accustomed to module 520 and issues module 540 being connected respectively with definite current behavior; Customized information module 530 is mainly used in obtaining customized information (as picture) corresponding to each time period information difference according to the subject information in user's current behavior habits information;
Concrete, the customized information that customized information module 530 is obtained can be the wallpaper of the terminal equipment wallpaper of the quick passage of related service (as include), practical work news, game recommdation information, video recommendation information, music recommend information and microblogging recommendation information etc.
Information resources in the present embodiment are (as canned data resource in server, for another example the information resources of obtaining from other servers) to there being subject information, like this, customized information module 530 can utilize subject information in user's current behavior habits information from information resources, to search and obtain this user may interested customized information (as picture) in different time sections.
Customized information module 530 can be obtained this user's customized information (as picture) corresponding to each time period information difference in advance, as the morning of every day customized information module 530 obtain the each time period information of this user in one day corresponding customized information (as picture) respectively according to the subject information in user's current behavior habits information, and each time period information is stored together with corresponding customized information (as picture) and user's current behavior habits information respectively.
Customized information module 530 also can according to the subject information in user's current behavior habits information certain time period at hand or obtain customized information corresponding to this time period (as picture) while arriving.
Issue module 540 and be connected with customized information module 530, issue module 540 and be mainly used in issuing customized information corresponding to time period information (as picture) according to user ID to user's terminal equipment.
Concrete, issue each time period information that module 540 can obtain it in advance based on user ID respectively corresponding customized information (as picture) be issued to user's terminal equipment together with each time period information; Issue module 540 and also can only issue customized information (as picture) corresponding to time period information under current time to user's terminal equipment at every turn.
Issuing module 540 can also be in the time preparing to issue customized information (as picture) corresponding to time period information under current time, to Personalized Intelligent Recommendation client-requested user's current operation scene information, and judge according to the current operation scene information receiving whether the current operation scenario of active user meets its individualized Information display scene receiving (being whether the current operation scenario of user is applicable to showing this customized information), if meet individualized Information display scene, meet individualized Information display scene corresponding to time period information under current time at current operation scene information, issue module 540 and issue customized information corresponding to time period information under current time to user's terminal equipment, otherwise, issue module 540 and can temporarily not issue customized information, until within this time period the current operation scenario of the user individualized Information display scene issuing that suits the requirements.
Issuing module 540 can utilize the message based on HTTP to issue above-mentioned information to user's terminal equipment.
The intelligent recommendation system of embodiment tetra-, picture.The structural representation of this system as shown in Figure 6.
In Fig. 6, this system comprise in multiple terminal equipment 600(Fig. 6 only schematically show two terminal equipments 600) and server 610, each terminal equipment 600 is all connected with server 610.
Terminal equipment 600 can be specially computer, PAD or intelligent mobile phone etc. can realize the smart machine of network communication.In terminal equipment 600, be provided with Personalized Intelligent Recommendation client 601, and in server 610, be provided with the intelligent recommendation device 611 of picture.
Personalized Intelligent Recommendation client 601 is mainly used in user to report to server 610 in the user's operation information of the enterprising line operate of its terminal equipment, and receive after customized information (as picture) corresponding to time period information that server 610 issues at the terminal equipment 600 at its place, show this customized information (as picture).
Concrete, Personalized Intelligent Recommendation client 601 can adopt the mode of monitoring to obtain user's operation information, applies the operation in state of activation as monitoring users triggers certain; For another example monitoring users is closed certain application etc.Personalized Intelligent Recommendation client 601 also can adopt and capture the current operation to its terminal equipment of user according to predetermined period of time (as 30 seconds) timing and obtain user's operation information and realize information gathering.
The user's operation information that Personalized Intelligent Recommendation client 601 is obtained mainly comprises user ID, operating time and content of operation etc.Personalized Intelligent Recommendation client 601 can adopt from the input method dictionary of user's terminal equipment, obtain user recently the most often the mode of the vocabulary of the predetermined quantity of use obtain user's input information, as Personalized Intelligent Recommendation client 601 was obtained the first two vocabulary that current user the most often uses from input method dictionary every 30 seconds.
The information (being content of operation) that Personalized Intelligent Recommendation client 601 can collect it is carried out pretreatment operation, with reject can not effecting reaction user current operation information, as Personalized Intelligent Recommendation client 601 is carried out keyword extraction processing etc. to user's input information.Under normal circumstances, in order to guarantee the equipment performances such as the speed of service of terminal equipment, the information that Personalized Intelligent Recommendation client 601 can not collect it is carried out preliminary treatment, and the content of operation directly being collected reports to corresponding server end 610 together with user ID and operating time.
The user's operation information of its acquisition is reported to the server 610 that it is corresponding by the mode that Personalized Intelligent Recommendation client 601 can adopt timing to report, and reported once to corresponding server 610 as each one hour.
In customized information (as picture) displaying process, each time period information that the intelligent recommendation device 611 of the picture in server 610 obtains it in advance based on user ID respectively corresponding customized information (as picture) is issued to user's terminal equipment together with each time period information, Personalized Intelligent Recommendation client 601 can receive each time period information and customized information (as picture) corresponding to each time period information difference by storage terminal equipment 600, afterwards, Personalized Intelligent Recommendation client 601 can be in the time that current time arrives certain time period, show customized information corresponding to this time period (as the current wallpaper of automatic replacing user's terminal equipment) to user, in addition, Personalized Intelligent Recommendation client 601 also can meet the corresponding time period when corresponding individualized Information display scene at the current operation scenario of user, just show customized information corresponding to time period information that current time is affiliated, otherwise, Personalized Intelligent Recommendation client 601 can temporarily not shown corresponding customized information, shows when corresponding individualized Information display scene until the current operation scenario of user meets this time period again.
In individualized Information display process, only issue customized information (as picture) corresponding to time period information under current time to user's terminal equipment in the case of server end 610 is each, the customized information (as picture) that Personalized Intelligent Recommendation client 601 can directly receive terminal equipment 600 is shown to user, in addition, Personalized Intelligent Recommendation client 601 also can first be obtained the current operation scene information of user's terminal equipment 600, and judge according to current operation scene information whether the current operation scenario of user meets the individualized Information display scene that it receives, if meet individualized Information display scene, the customized information that Personalized Intelligent Recommendation client 601 displaying terminal equipment 600 receive, otherwise, Personalized Intelligent Recommendation client 601 can temporarily displaying terminal equipment 600 receive customized information, until the current operation scenario of user is shown while meeting the individualized Information display scene that it receives again.
The intelligent recommendation device 611 of picture is concrete as the description in above-described embodiment three, no longer describes in detail at this.
As seen through the above description of the embodiments, those skilled in the art can be well understood to the mode that the present invention can add essential general hardware platform by software and realizes.Based on such understanding, the part that technical scheme of the present invention contributes to prior art in essence in other words can embody with the form of software product, this computer software product can be stored in storage medium, as ROM/RAM, magnetic disc, CD etc., comprise that some instructions (can be personal computers in order to make a computer equipment, server, or terminal equipment etc.) carry out the method described in some part of each embodiment of the present invention or embodiment.
Each embodiment in this specification all adopts the mode of going forward one by one to describe, between each embodiment identical similar part mutually referring to, what each embodiment stressed is and the difference of other embodiment.Especially,, for the embodiment of device or system, because it is substantially similar in appearance to embodiment of the method, so describe fairly simplely, relevant part is referring to the part explanation of embodiment of the method.Apparatus and system embodiment described above is only schematic, the wherein said unit as separating component explanation can or can not be also physically to separate, the parts that show as unit can be or can not be also physical locations, can be positioned at a place, or also can be distributed in multiple network element.Can select according to the actual needs some or all of module wherein to realize the object of the present embodiment scheme.Those of ordinary skills, in the situation that not paying creative work, are appreciated that and implement.
Above the intelligent recommendation methods, devices and systems of the picture for mobile device provided by the present invention are described in detail, applied specific case herein principle of the present invention and execution mode are set forth, the explanation of above embodiment is just for helping to understand method of the present invention and core concept thereof; Meanwhile, for one of ordinary skill in the art, according to thought of the present invention, all will change in specific embodiments and applications.In sum, this description should not be construed as limitation of the present invention.
Claims (16)
1. an intelligent recommendation method for picture, is characterized in that, the method comprises:
Receive the user's operation information of user at the enterprising line operate of its terminal equipment, described user's operation information comprises: user ID, operating time and content of operation;
Determine the subject information being associated with described content of operation;
The current behavior habits information of determining described user according to described operating time and described subject information, described current behavior habits information comprises: user ID, time period information and subject information;
Obtain picture corresponding to each time period information difference according to the subject information in described user's current behavior habits information;
Issue picture corresponding to described time period information according to described user ID to described user's terminal equipment.
2. the method for claim 1, is characterized in that, described reception user comprises in the user's operation information of the enterprising line operate of its terminal equipment:
Receive user that the Personalized Intelligent Recommendation client transmissions in user's terminal equipment comes corresponding user's operation information in the time of the enterprising line operate of its terminal equipment; And/or
Corresponding user's operation information when receiving user that the browser client transmission in user's terminal equipment comes carry out access to netwoks operation on its terminal equipment.
3. the method for claim 1, is characterized in that,
Described content of operation comprises: user's input information, and/or, operation scenario information.
4. method as claimed in claim 3, it is characterized in that, described operation scenario information comprises: 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 frequency are play scene information, mail treatment operation scenario information or Desktop-scene information.
5. method as claimed in claim 3, is characterized in that, described user's input information comprises: the vocabulary obtaining from the input method dictionary of user's terminal equipment.
6. the method for claim 1, is characterized in that, described current behavior habits information also comprises: the operation scenario information that user is current.
7. the method as described in claim 1 or 2 or 3 or 4 or 5 or 6, is characterized in that, describedly determines that described user's current behavior habits information comprises according to described operating time and described subject information:
Adjust described user's current behavior habits information according to described operating time and described subject information, and the behavioural habits information that is initially set to default setting of described user's current behavior habits information.
8. the method as described in claim 1 or 2 or 3 or 4 or 5 or 6, is characterized in that, the described terminal equipment to described user issues picture corresponding to described time period information and comprises:
By each time period information and each time period information respectively corresponding picture be issued to together described user's terminal equipment; Or
Issue picture corresponding to time period information under current time to described user's terminal equipment; Or
Obtain described user's current operation scene information, meet picture presentation scene corresponding to time period information under current time at described user's current operation scene information, issue picture corresponding to time period information under current time to described user's terminal equipment.
9. method as claimed in claim 8, is characterized in that, in the case of by each time period information and each time period information respectively corresponding picture be issued to together described user's terminal equipment, described method also comprises:
Personalized Intelligent Recommendation client in described user's terminal equipment is shown picture corresponding to time period information under current time according to picture corresponding to described each time period information to user.
10. method as claimed in claim 8, is characterized in that, described method also comprises:
Personalized Intelligent Recommendation client in described user's terminal equipment is obtained current operation scene information, meet picture presentation scene corresponding to time period information under current time in the case of determine current operation scenario according to described current operation scene information, show picture corresponding to time period information under current time to user.
The intelligent recommendation device of 11. 1 kinds of pictures, is characterized in that, this device comprises:
Receiver module, for receiving the user's operation information of user at the enterprising line operate of its terminal equipment, described user's operation information comprises: user ID, operating time and content of operation;
Determine topic module, for determining the subject information being associated with described content of operation;
Determine current behavior custom module, for determine described user's current behavior habits information according to described operating time and described subject information, described current behavior habits information comprises: user ID, time period information and subject information;
Customized information module, for obtaining picture corresponding to each time period information difference according to the subject information of described user's current behavior habits information;
Issue module, for issuing picture corresponding to described time period information according to described user ID to described user's terminal equipment.
12. devices as claimed in claim 11, is characterized in that, described receiver module specifically for:
The user that Personalized Intelligent Recommendation client transmissions in reception user's terminal equipment is come is in the user's operation information of the enterprising line operate of its terminal equipment; And/or
The user's operation information that the user that browser client transmission in reception user's terminal equipment comes carries out access to netwoks operation on its terminal equipment.
13. devices as described in claim 11 or 12, is characterized in that, described definite current behavior custom module specifically for:
Adjust described user's current behavior habits information according to described operating time and described subject information, and the behavioural habits information that is initially set to default setting of described user's current behavior habits information.
14. devices as described in claim 11 or 12, is characterized in that, described in issue module specifically for:
By each time period information and each time period information respectively corresponding picture be issued to together described user's terminal equipment; Or
Issue picture corresponding to time period information under current time to described user's terminal equipment; Or
Obtain described user's current operation scene information, meet picture presentation scene corresponding to time period information under current time at described user's current operation scene information, issue picture corresponding to time period information under current time to described user's terminal equipment.
The intelligent recommendation system of 15. 1 kinds of pictures, is characterized in that, this system comprises: multiple terminal equipments and server;
In described server, be provided with the intelligent recommendation device of the picture as described in arbitrary claim in claim 11-14;
In described terminal equipment, be provided with Personalized Intelligent Recommendation client;
Described Personalized Intelligent Recommendation client is used for, and user is reported to server in the user's operation information of the enterprising line operate of its terminal equipment, and receives after picture corresponding to time period information that server issues at terminal equipment, shows described picture.
16. systems as claimed in claim 15, is characterized in that, described Personalized Intelligent Recommendation client is specifically suitable for:
Show picture corresponding to time period information under current time according to the picture that described each time period information is corresponding to user; And/or
Obtain current operation scene information, meet picture presentation scene corresponding to time period information under current time in the case of determine current operation scenario according to described user's current operation scene information, show picture corresponding to time period information under current time to user.
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Cited By (15)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN104123077A (en) * | 2014-08-08 | 2014-10-29 | 深圳市中兴移动通信有限公司 | Unlocking method and mobile terminal |
| CN104216945A (en) * | 2014-07-31 | 2014-12-17 | 小米科技有限责任公司 | 4K picture management platform, information management method and downloading management method |
| CN104320439A (en) * | 2014-10-08 | 2015-01-28 | 百度在线网络技术（北京）有限公司 | Method and device for recommending appearance information of browser |
| CN104679890A (en) * | 2015-03-17 | 2015-06-03 | 努比亚技术有限公司 | Image pushing method and device |
| CN105095465A (en) * | 2015-07-31 | 2015-11-25 | 北京金山安全软件有限公司 | Information recommendation method, system and device |
| CN105208409A (en) * | 2015-08-28 | 2015-12-30 | 北京奇艺世纪科技有限公司 | Information recommendation method and device |
| CN105760448A (en) * | 2016-02-03 | 2016-07-13 | 北京金山安全软件有限公司 | Picture processing method and device and electronic equipment |
| CN105786467A (en) * | 2014-12-25 | 2016-07-20 | 阿里巴巴集团控股有限公司 | Drawing generation method and apparatus |
| CN106528745A (en) * | 2016-10-27 | 2017-03-22 | 北京奇虎科技有限公司 | Method and device for recommending resources on mobile terminal, and mobile terminal |
| CN106547767A (en) * | 2015-09-18 | 2017-03-29 | 北京国双科技有限公司 | Determine the method and device of video front cover picture |
| CN108463817A (en) * | 2015-10-22 | 2018-08-28 | 谷歌有限责任公司 | Personalised entity library |
| CN108834428A (en) * | 2016-03-21 | 2018-11-16 | 微软技术许可有限责任公司 | The user interface recommended for individualized content |
| CN109726303A (en) * | 2018-12-28 | 2019-05-07 | 维沃移动通信有限公司 | A kind of image recommendation method and terminal |
| CN111090370A (en) * | 2018-10-24 | 2020-05-01 | 中兴通讯股份有限公司 | Picture management method and device and computer readable storage medium |
| CN114143281A (en) * | 2021-11-10 | 2022-03-04 | 聚好看科技股份有限公司 | File generation method, server and display device |
Citations (5)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN101505284A (en) * | 2008-11-12 | 2009-08-12 | 中国移动通信集团广东有限公司 | Intelligent information dynamic pushing method and system |
| CN101540779A (en) * | 2008-03-18 | 2009-09-23 | 张超 | Method and device for pushing intelligent advertisements facing to requirements of mobile subscribers |
| CN102695086A (en) * | 2012-05-30 | 2012-09-26 | 杭州遥指科技有限公司 | Content pushing methods and device for interactive network protocol television |
| CN103312734A (en) * | 2012-03-08 | 2013-09-18 | 中兴通讯股份有限公司 | Wallpaper pushing method and device |
| CN103533393A (en) * | 2013-09-17 | 2014-01-22 | 上海交通大学 | Family analyzing and program recommending method based on family watching records |
-
2014
- 2014-03-13 CN CN201410092871.0A patent/CN103888455B/en active Active
Patent Citations (5)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN101540779A (en) * | 2008-03-18 | 2009-09-23 | 张超 | Method and device for pushing intelligent advertisements facing to requirements of mobile subscribers |
| CN101505284A (en) * | 2008-11-12 | 2009-08-12 | 中国移动通信集团广东有限公司 | Intelligent information dynamic pushing method and system |
| CN103312734A (en) * | 2012-03-08 | 2013-09-18 | 中兴通讯股份有限公司 | Wallpaper pushing method and device |
| CN102695086A (en) * | 2012-05-30 | 2012-09-26 | 杭州遥指科技有限公司 | Content pushing methods and device for interactive network protocol television |
| CN103533393A (en) * | 2013-09-17 | 2014-01-22 | 上海交通大学 | Family analyzing and program recommending method based on family watching records |
Cited By (26)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| CN104216945A (en) * | 2014-07-31 | 2014-12-17 | 小米科技有限责任公司 | 4K picture management platform, information management method and downloading management method |
| CN104123077B (en) * | 2014-08-08 | 2019-10-08 | 努比亚技术有限公司 | Unlocking method and mobile terminal |
| CN104123077A (en) * | 2014-08-08 | 2014-10-29 | 深圳市中兴移动通信有限公司 | Unlocking method and mobile terminal |
| CN104320439A (en) * | 2014-10-08 | 2015-01-28 | 百度在线网络技术（北京）有限公司 | Method and device for recommending appearance information of browser |
| CN105786467A (en) * | 2014-12-25 | 2016-07-20 | 阿里巴巴集团控股有限公司 | Drawing generation method and apparatus |
| CN105786467B (en) * | 2014-12-25 | 2019-08-09 | 阿里巴巴集团控股有限公司 | Generate the method and device of drawing |
| CN104679890B (en) * | 2015-03-17 | 2018-05-01 | 努比亚技术有限公司 | Picture method for pushing and device |
| CN104679890A (en) * | 2015-03-17 | 2015-06-03 | 努比亚技术有限公司 | Image pushing method and device |
| CN105095465B (en) * | 2015-07-31 | 2020-08-07 | 北京金山安全软件有限公司 | Information recommendation method, system and device |
| CN105095465A (en) * | 2015-07-31 | 2015-11-25 | 北京金山安全软件有限公司 | Information recommendation method, system and device |
| CN105208409A (en) * | 2015-08-28 | 2015-12-30 | 北京奇艺世纪科技有限公司 | Information recommendation method and device |
| CN105208409B (en) * | 2015-08-28 | 2019-05-31 | 北京奇艺世纪科技有限公司 | A kind of information recommendation method and device |
| CN106547767A (en) * | 2015-09-18 | 2017-03-29 | 北京国双科技有限公司 | Determine the method and device of video front cover picture |
| CN106547767B (en) * | 2015-09-18 | 2020-05-12 | 北京国双科技有限公司 | Method and device for determining video cover picture |
| CN108463817A (en) * | 2015-10-22 | 2018-08-28 | 谷歌有限责任公司 | Personalised entity library |
| CN108463817B (en) * | 2015-10-22 | 2022-04-08 | 谷歌有限责任公司 | Personalized entity library |
| US11716600B2 (en) | 2015-10-22 | 2023-08-01 | Google Llc | Personalized entity repository |
| US11089457B2 (en) | 2015-10-22 | 2021-08-10 | Google Llc | Personalized entity repository |
| CN105760448A (en) * | 2016-02-03 | 2016-07-13 | 北京金山安全软件有限公司 | Picture processing method and device and electronic equipment |
| CN105760448B (en) * | 2016-02-03 | 2019-11-15 | 北京金山安全软件有限公司 | Picture processing method and device and electronic equipment |
| CN108834428A (en) * | 2016-03-21 | 2018-11-16 | 微软技术许可有限责任公司 | The user interface recommended for individualized content |
| 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 |
| CN106528745A (en) * | 2016-10-27 | 2017-03-22 | 北京奇虎科技有限公司 | Method and device for recommending resources on mobile terminal, and mobile terminal |
| CN111090370A (en) * | 2018-10-24 | 2020-05-01 | 中兴通讯股份有限公司 | Picture management method and device and computer readable storage medium |
| CN109726303A (en) * | 2018-12-28 | 2019-05-07 | 维沃移动通信有限公司 | A kind of image recommendation method and terminal |
| CN114143281A (en) * | 2021-11-10 | 2022-03-04 | 聚好看科技股份有限公司 | File generation method, server and display device |
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