CN103198120A - Webpage presenting method and device and webpage content providing method and system - Google Patents

Webpage presenting method and device and webpage content providing method and system Download PDF

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Publication number
CN103198120A
CN103198120A CN2013101131320A CN201310113132A CN103198120A CN 103198120 A CN103198120 A CN 103198120A CN 2013101131320 A CN2013101131320 A CN 2013101131320A CN 201310113132 A CN201310113132 A CN 201310113132A CN 103198120 A CN103198120 A CN 103198120A
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web page
user
information
indication
webpage
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CN2013101131320A
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CN103198120B (en
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陈佳佳
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Beijing Baidu Netcom Science and Technology Co Ltd
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Beijing Baidu Netcom Science and Technology Co Ltd
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Priority to CN201310113132.0A priority Critical patent/CN103198120B/en
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Abstract

The invention provides a webpage presenting method and device and a webpage content providing method and system. The webpage presenting method comprises that a webpage client executes the following steps: detecting webpage operation about displayed recommended content, which is executed by users on a webpage; sending detected webpage operation information to a webpage server; and if the webpage operation is the page turning operation, receiving updated information of the recommended content from a web server, and displaying the webpage comprising the information of the recommended contents.

Description

Webpage display method and device and web page contents provide method and system
Technical field
The application relates to a kind of Webpage display method and device and web page contents provides method and system, relates in particular to a kind of according to the technology of user to operation information real-time update content recommendation that web page contents is provided.
Background technology
The website that the content of multimedia that comprises film, TV play, animation, variety show etc. is provided usually can recommend other users may interested content to the reflection of the content (as film) that provides according to the user.Present content recommendation system calculates the content that the user may like by setting up complicated model usually, when the user visits corresponding webpage, the content of recommending is sent to user side then.
But, at user's class during the visit, represent content to the user and all be based on previous feedback and generate; Even in time visit, user's behavior generation significant change, existing commending system also can't in time recalculate the content recommendation of renewal according to user's feedback.For example, deleted some content items of disliking the user, and then under the situation of the one page of leafing through down, the similar content item of content item with deletion that commending system provides can be stayed still in the content recommendation, and can be in time not deleted in following one page.Therefore, there is intelligent not enough problem in present content recommendation system.
Summary of the invention
The object of the present invention is to provide a kind of Webpage display method and device and web page contents that method and system is provided, collect the user at the operation information of the content item that provides, according to the operation information of collecting commending contents is carried out mark, and in time visit, in real time the content recommendation that upgrades is being offered the user, thereby improve the intelligent of commending contents, and improve the user and experience.
According to an aspect of the present invention, provide a kind of Webpage display method, comprise, in webpage client executing following steps: detect the web page operation that the user carries out the content recommendation that shows on webpage; Detected web page operation information is sent to web page server; If described web page operation is page turn over operation, then receives the information of the content recommendation that comprises renewal from web page server, and show the webpage of the information that comprises described content recommendation.
Preferably, the web page operation of detection is one of following operation: user's page turn over operation, user are expressed recommending content items and are liked, want the indication seeing or abandon.
Preferably, described Webpage display method also comprises: according to the user who detects recommending content items is expressed like, want the indication seeing or abandon more on the new web page client about the information of the content of user preference.
Preferably, if described web page operation is page turn over operation, at current page whether any information to the indication of recommended content items purpose does not take place before then also comprising page turning in the information of the web page operation that sends.
Can carry out each step of described Webpage display method by JavaScript.
According to invention on the other hand, provide a kind of webpage to present device, comprising: web page operation detecting unit, the web page operation of on webpage, the content recommendation that shows being carried out for detection of the user; The web-page requests transmitting element is used for detected web page operation information is sent to web page server; The web page contents receiving element is page turn over operation if be used for the described web page operation of web page operation detecting unit detection, then receives the information of the content recommendation that comprises renewal from web page server; The webpage display unit is used for the webpage that demonstration comprises the information of described content recommendation.
Preferably, the web page operation that detects of web page operation detecting unit is one of following operation: user's page turn over operation, user express recommending content items and like, want the indication seeing or abandon.
Preferably, described webpage presents device and also comprises: the web page contents processing unit, be used for according to the user who detects recommending content items being expressed like, want the indication seeing or abandon more on the new web page client about the information of the content of user preference.
Preferably, if described web page operation is page turn over operation, at current page whether any information to the indication of recommended content items purpose does not take place before then the web-page requests transmitting element also comprises page turning in the information of the web page operation that sends.
According to a further aspect in the invention, provide a kind of web page contents that method is provided, described method comprises, at the web page server end, carries out following steps: receive the indication user to the web page operation information of the web page operation of content recommendation execution from the webpage client; According to the web page operation information that receives, described user's recommendation preference is carried out mark; If the web page operation information that receives indication page turn over operation then generates the content recommendation that upgrades according to the mark that before described user's recommendation preference had been carried out, and the information of the content recommendation that upgrades sent to described webpage client.
Preferably, described web page operation is one of following operation: user's page turn over operation, user are expressed recommending content items and are liked, want the indication seeing or abandon.
Preferably, if the web page operation information that receives indication page turn over operation, also whether any information to the indication of recommended content items purpose does not take place from the web page operation information extraction that receives before about page turning then, about whether any information to the indication of recommended content items purpose takes place before the page turning described user's recommendation preference is not carried out mark according to described, generate the content recommendation that upgrades according to the mark that before described user's recommendation preference is carried out, and the information of the content recommendation that upgrades is sent to described webpage client.
Preferably, in the web page operation information according to reception, when described user's recommendation preference is carried out mark, at the user recommending content items is expressed and to like, to want that the indication of seeing gives different positive feedback weights, anyly the indication of recommended content items purpose and user are not expressed the indication that abandons to recommending content items give different negative feedback weights at taking place before user's page turning.
Preferably, described method also comprises: according to user in the web page operation information that receives recommending content items is expressed and like, want the indication seeing or abandon, that upgrades described user likes, wants to see tabulation.
According to a further aspect in the invention, provide a kind of web page contents that system is provided, described system comprises: the web-page requests receiving element is used for receiving the indication user to the web page operation information of the web page operation of content recommendation execution from the webpage client; Recommend indexing unit, be used for according to the web page operation information that receives described user's recommendation preference being carried out mark; The content recommendation generation unit is indicated page turn over operation if be used for determining the web page operation information that receives, then according to recommending indexing unit before the mark that described user's recommendation preference is carried out to be generated the content recommendation that upgrades; The web page contents transmitting element, the information that is used for the content recommendation that will upgrade sends to described webpage client.
Preferably, described web page operation is one of following operation: user's page turn over operation, user are expressed recommending content items and are liked, want the indication seeing or abandon.
Preferably, if the web page operation information that receives indication page turn over operation, then recommend indexing unit also whether any information to the indication of recommended content items purpose not to take place from the web page operation information extraction that receives before about page turning, about whether any information to the indication of recommended content items purpose takes place before the page turning described user's recommendation preference is not carried out mark according to described, the content recommendation generation unit generates the content recommendation that upgrades according to the mark that before described user's recommendation preference had been carried out, and the web page contents transmitting element sends to described webpage client with the information of the content recommendation that upgrades.
Preferably, recommend indexing unit in the web page operation information according to reception, when described user's recommendation preference is carried out mark, at the user recommending content items is expressed and to like, to want that the indication of seeing gives different positive feedback weights, anyly the indication of recommended content items purpose and user are not expressed the indication that abandons to recommending content items give different negative feedback weights at taking place before user's page turning.
Preferably, described system also comprises: the web-page requests processing unit, and be used for according to the web page operation information user who receives recommending content items being expressed and like, want the indication seeing or abandon, that upgrades described user likes, wants to see tabulation.
Description of drawings
By the description of carrying out below in conjunction with accompanying drawing, above-mentioned and other purposes of the present invention and characteristics will become apparent, wherein:
Fig. 1 is the process flow diagram that illustrates according to the Webpage display method of exemplary embodiment of the present invention;
Fig. 2 illustrates the process flow diagram that method is provided according to the web page contents of exemplary embodiment of the present invention;
Fig. 3 is the example that illustrates according to the part web interface of the Webpage display method content displayed project of exemplary embodiment of the present invention;
Fig. 4 illustrates the logic diagram that presents device according to the webpage of exemplary embodiment of the present invention;
Fig. 5 illustrates the logic diagram that system is provided according to the web page contents of exemplary embodiment of the present invention.
Embodiment
Below, describe embodiments of the invention with reference to the accompanying drawings in detail.
Basic inventive concept of the present invention is, the webpage client is collected the user to the operation behavior of the content recommendation that shows in the webpage, and described operation behavior information is sent to web page server; At server end, according to the operation behavior information that receives user's preference is carried out mark; When the user carried out page turn over operation, server end recomputated content recommendation according to the preference label of before described user being done, and the content recommendation that upgrades is sent to client.
Fig. 1 is the process flow diagram that illustrates according to the Webpage display method of exemplary embodiment of the present invention.The webpage as the webpage client shown in Fig. 4 presents the Webpage display method that device is used for realizing Fig. 1.
With reference to Fig. 1, at step S110, webpage presents device and detect the web page operation that the user carries out the content recommendation that shows on webpage.According to exemplary embodiment of the present invention, the web page operation of described detection is one of following operation: user's page turn over operation, user are expressed recommending content items and are liked, want the indication seeing or abandon.On the webpage that shows, each content item that can be demonstration is provided for the user and indicates it that the button seeing or abandon is liked, wanted to recommending content items, for example on the web interface shown in Fig. 3, be provided with " wanting to see ", " liking " and dustbin button under each content item, therefore, webpage according to the present invention presents device can detect described user's web page operation when the user clicks described button and click page-turning button on the page, but is not limited to said circumstances.
According to a preferred embodiment of the invention, webpage present device also according to the user who detects recommending content items is expressed like, want the indication seeing or abandon more on the new web page client about the information (not shown) of the content of user preference.For example, when the user clicks " liking " button that arranges for certain content item, then described content item is recorded in " liking " contents list of user.
At step S120, webpage presents device detected web page operation information is sent to web page server.Webpage presents device can send to web page server with described web page operation information-package in the HTTP request.
At operation S130, webpage presents device and determines that detected described web page operation is page turn over operation.If determining described web page operation is page turn over operation, then at step S140, webpage presents device and receives the information of the content recommendation that comprises renewal from web page server, and at step S150, webpage presents the webpage that device shows the information that comprises described content recommendation.
The HTTP request is generally all returned corresponding http response by web page server.But, according to Webpage display method of the present invention, if the web page operation information that sends indication page turn over operation then will also comprise the information of the content recommendation of renewal in the http response that web page server returns; And at other web page operation, the http response of returning can only comprise the affirmation (ACK) to described HTTP request.Certainly, as required, described http response also can comprise other web displaying information or status informations.
According to a preferred embodiment of the invention, if described web page operation is page turn over operation, then webpage presents at current page whether any information to the indication of recommended content items purpose not to take place device also comprises page turning in the information of the web page operation that sends before, thereby can provide the user to server end in real time is hobby or the feedback of repelling to the content item in the current page generally, after this, webpage presents device and can part at current page whether any information to the indication of recommended content items purpose take place before based on the page turning that sends in the information of the content recommendation of the renewal that step S140 receives.
According to an alternative embodiment of the invention, carry out each step of described Webpage display method by JavaScript.
Fig. 2 illustrates the process flow diagram that method is provided according to the web page contents of exemplary embodiment of the present invention.The web page contents as the web page server end shown in Fig. 5 provides system to be used to realize the Webpage display method of Fig. 2.
With reference to Fig. 2, at step S210, web page contents provides system to receive the indication user to the web page operation information of the web page operation of content recommendation execution from the webpage client.According to exemplary embodiment of the present invention, described web page operation is one of following operation: user's page turn over operation, user are expressed recommending content items and are liked, want the indication seeing or abandon.When the web page operation information that receives was indicated user's page turn over operation, described web page operation information can also comprise about whether any information to the indication of recommended content items purpose does not take place before the page turning.
At step S220, web page contents provides system according to the web page operation information that receives, and described user's recommendation preference is carried out mark.
The web page operation information indication positive feedback that described web page operation information comprises or negative feedback and dominance feedback or recessive feedback.For example, the user recommending content items is expressed like, to want to see or abandon be designated as the dominance feedback, whether about taking place before the page turning any indication then is not considered as recessive feedback to the recommended content items purpose; The user expresses recommending content items and likes, wants that the indication of seeing is positive feedback, and the user to abandon the indication of recommended content items purpose be negative feedback, any the recommended content items purpose is not designated as negative feedback etc. about taking place before the page turning.In addition, every kind of operation information expression user is also different to the preference/detest degree of content item.
Therefore, according to exemplary embodiment of the present invention, in the web page operation information according to reception, when described user's recommendation preference is carried out mark, web page contents provides system at the user recommending content items to be expressed to like, want that the indication of seeing gives different positive feedback weights, anyly the indication of recommended content items purpose and user are not expressed the indication that abandons to recommending content items gives different negative feedback weights at taking place before user's page turning.
At step S230, web page contents provides system to determine whether the web page operation information that receives indicates page turn over operation.Indicate page turn over operation if determine the web page operation information that receives, then at step S240, web page contents provides system to generate the content recommendation that upgrades according to the mark that before described user's recommendation preference is carried out.As required, web page contents provides the system can be according to the mark that before described user's recommendation preference had been carried out, the content recommendation that recomputates renewal in conjunction with the user preference model of usually setting up and proposed algorithm, perhaps in order to control operand, according to before to described user's recommendation preference to upgrade (as the order of adjusting content item or deletion content item etc.) based on the recommending data that existing recommended models/algorithm produces.
At step S250, the information of the content recommendation that upgrades is sent to described webpage client.
According to a preferred embodiment of the invention, if the web page operation information that receives indication page turn over operation, then web page contents provides system also whether any information to the indication of recommended content items purpose not to take place from the web page operation information extraction that receives before about page turning, about whether any information to the indication of recommended content items purpose takes place before the page turning described user's recommendation preference is not carried out mark according to described, generate the content recommendation that upgrades according to the mark that before described user's recommendation preference is carried out, and the information of the content recommendation that upgrades is sent to described webpage client.
According to a preferred embodiment of the invention, web page contents provides system also according to user in the web page operation information that receives recommending content items to be expressed to like, want the indication seeing or abandon, and that upgrades described user likes, wants to see tabulation.
Fig. 4 illustrates the logic diagram that presents device according to the webpage of exemplary embodiment of the present invention.Present device as the webpage of webpage client and in the computer system such as desktop computer, notebook computer, panel computer and smart mobile phone etc., realize that it is mutual with relevant web page server, to send the page download request and to receive response.
With reference to Fig. 4, webpage presents device and comprises web page operation detecting unit 410, web-page requests transmitting element 430, web page contents receiving element 440 and webpage display unit 450.
The web page operation that web page operation detecting unit 410 is carried out the content recommendation that shows on webpage for detection of the user.The web page operation that the web page operation detecting unit detects can be one of following operation: user's page turn over operation, user express recommending content items and like, want the indication seeing or abandon, but are not limited to these operations.
Web-page requests transmitting element 430 is used for detected web page operation information is sent to web page server.According to a preferred embodiment of the invention, if described web page operation is page turn over operation, at current page whether any information to the indication of recommended content items purpose does not take place before then web-page requests transmitting element 430 also comprises page turning in the information of the web page operation that sends.
If it is page turn over operation that web page contents receiving element 440 is used for the described web page operation of web page operation detecting unit detection, then receive the information of the content recommendation that comprises renewal from web page server.
Webpage display unit 450 is used for showing the webpage of the information that comprises described content recommendation.
According to a preferred embodiment of the invention, described webpage presents device and also comprises web page contents processing unit 420, be used for according to the user who detects recommending content items being expressed like, want the indication seeing or abandon more on the new web page client about the information of the content of user preference.
Fig. 5 illustrates the logic diagram that system is provided according to the web page contents of exemplary embodiment of the present invention.Realize that by the computer system webpage of web page server end content of the present invention provides system, described content provides system to realize at one or more computing machine.
With reference to Fig. 5, web page contents according to the present invention provides system to comprise web-page requests receiving element 510, recommends indexing unit 530, content recommendation generation unit 540 and web page contents transmitting element 550.
Web-page requests receiving element 510 is used for receiving the indication user to the web page operation information of the web page operation of content recommendation execution from the webpage client.Described web page operation can be one of following operation: user's page turn over operation, user are expressed recommending content items and are liked, want the indication seeing or abandon.
Recommend indexing unit 530 to be used for according to the web page operation information that receives described user's recommendation preference being carried out mark.
If content recommendation generation unit 540 is used for determining the web page operation information that receives and indicates page turn over operation, then according to recommending indexing unit before the mark that described user's recommendation preference is carried out to be generated the content recommendation that upgrades.
Web page contents transmitting element 550 sends to described webpage client for the information of the content recommendation that will upgrade.
According to a preferred embodiment of the invention, if the web page operation information that receives indication page turn over operation, then recommend indexing unit 530 also whether any information to the indication of recommended content items purpose not to take place from the web page operation information extraction that receives before about page turning, about whether any information to the indication of recommended content items purpose takes place before the page turning described user's recommendation preference is not carried out mark according to described, content recommendation generation unit 540 generates the content recommendation that upgrades according to the mark that before described user's recommendation preference had been carried out, and web page contents transmitting element 550 sends to described webpage client with the information of the content recommendation that upgrades.
According to a preferred embodiment of the invention, recommend indexing unit 530 in the web page operation information according to reception, when described user's recommendation preference is carried out mark, at the user recommending content items is expressed and to like, to want that the indication of seeing gives different positive feedback weights, anyly the indication of recommended content items purpose and user are not expressed the indication that abandons to recommending content items give different negative feedback weights at taking place before user's page turning.
According to a preferred embodiment of the invention, described web page contents provides system also to comprise web-page requests processing unit 520, be used for according to the web page operation information user who receives recommending content items being expressed and like, want the indication seeing or abandon, that upgrades described user likes, wants to see tabulation.
From above-mentioned with reference to accompanying drawing to the description of exemplary embodiment of the present invention as can be seen, Webpage display method of the present invention and device and web page contents provide method and system to collect dominance or recessive to indicate the user to the preference information of content recommendation from the webpage client, and when the user carries out page turn over operation, in time visit, in real time the content recommendation that upgrades is being offered the user, thereby improve the intelligent of commending contents, and improve the user and experience.
It may be noted that according to the needs of implementing, each step of describing among the application can be split as that more multistep is rapid, also the part operation of two or more steps or step can be combined into new step, to realize purpose of the present invention.
Above-mentioned the method according to this invention can be at hardware, realize in the firmware, perhaps be implemented as and be stored in recording medium (such as CD ROM, RAM, floppy disk, hard disk or magneto-optic disk) in software or computer code, perhaps be implemented original storage by network download in remote logging medium or nonvolatile machine readable media and will be stored in computer code in the local record medium, thereby method described here can be stored in the use multi-purpose computer, such software on the recording medium of application specific processor or able to programme or specialized hardware (such as ASIC or FPGA) is handled.Be appreciated that, computing machine, processor, microprocessor controller or programmable hardware comprise can storage or the memory module of receiving software or computer code (for example, RAM, ROM, flash memory etc.), when described software or computer code by computing machine, processor or hardware access and when carrying out, realize disposal route described here.In addition, when the multi-purpose computer visit was used for being implemented in the code of the processing shown in this, the execution of code was converted to multi-purpose computer for the special purpose computer of carrying out in the processing shown in this.
Although represent with reference to preferred embodiment and described the present invention, it should be appreciated by those skilled in the art that under the situation that does not break away from the spirit and scope of the present invention that are defined by the claims, can carry out various modifications and conversion to these embodiment.

Claims (19)

1. a Webpage display method comprises, in webpage client executing following steps:
Detect the web page operation that the user carries out the content recommendation that shows on webpage;
Detected web page operation information is sent to web page server;
If described web page operation is page turn over operation, then receives the information of the content recommendation that comprises renewal from web page server, and show the webpage of the information that comprises described content recommendation.
2. Webpage display method as claimed in claim 1 is characterized in that, the web page operation of detection is one of following operation: user's page turn over operation, user are expressed recommending content items and are liked, want the indication seeing or abandon.
3. Webpage display method as claimed in claim 2 also comprises: according to the user who detects recommending content items is expressed like, want the indication seeing or abandon more on the new web page client about the information of the content of user preference.
4. Webpage display method as claimed in claim 2, it is characterized in that, if described web page operation is page turn over operation, at current page whether any information to the indication of recommended content items purpose does not take place before then also comprising page turning in the information of the web page operation that sends.
5. as each the described Webpage display method among the claim 1-4, it is characterized in that, carry out each step of described Webpage display method by JavaScript.
6. a webpage presents device, comprising:
The web page operation detecting unit, the web page operation of on webpage, the content recommendation that shows being carried out for detection of the user;
The web-page requests transmitting element is used for detected web page operation information is sent to web page server;
The web page contents receiving element is page turn over operation if be used for the described web page operation of web page operation detecting unit detection, then receives the information of the content recommendation that comprises renewal from web page server;
The webpage display unit is used for the webpage that demonstration comprises the information of described content recommendation.
7. webpage as claimed in claim 6 presents device, it is characterized in that, the web page operation that the web page operation detecting unit detects is one of following operation: user's page turn over operation, user express recommending content items and like, want the indication seeing or abandon.
8. webpage as claimed in claim 7 presents device, also comprises: the web page contents processing unit, be used for according to the user who detects recommending content items being expressed like, want the indication seeing or abandon more on the new web page client about the information of the content of user preference.
9. webpage as claimed in claim 7 presents device, it is characterized in that, if described web page operation is page turn over operation, at current page whether any information to the indication of recommended content items purpose does not take place before then the web-page requests transmitting element also comprises page turning in the information of the web page operation that sends.
10. a web page contents provides method, and described method comprises, at the web page server end, carries out following steps:
Receive the indication user to the web page operation information of the web page operation of content recommendation execution from the webpage client;
According to the web page operation information that receives, described user's recommendation preference is carried out mark;
If the web page operation information that receives indication page turn over operation then generates the content recommendation that upgrades according to the mark that before described user's recommendation preference had been carried out, and the information of the content recommendation that upgrades sent to described webpage client.
11. method as claimed in claim 10 is characterized in that, described web page operation is one of following operation: user's page turn over operation, user are expressed recommending content items and are liked, want the indication seeing or abandon.
12. method as claimed in claim 11, it is characterized in that, if the web page operation information that receives indication page turn over operation, also whether any information to the indication of recommended content items purpose does not take place from the web page operation information extraction that receives before about page turning then, about whether any information to the indication of recommended content items purpose takes place before the page turning described user's recommendation preference is not carried out mark according to described, generate the content recommendation that upgrades according to the mark that before described user's recommendation preference is carried out, and the information of the content recommendation that upgrades is sent to described webpage client.
13. method as claimed in claim 12, it is characterized in that, in the web page operation information according to reception, when described user's recommendation preference is carried out mark, at the user recommending content items is expressed and to like, to want that the indication of seeing gives different positive feedback weights, anyly the indication of recommended content items purpose and user are not expressed the indication that abandons to recommending content items give different negative feedback weights at taking place before user's page turning.
14. method as claimed in claim 13 also comprises: according to user in the web page operation information that receives recommending content items is expressed and to like, to want the indication seeing or abandon, that upgrades described user likes, wants to see tabulation.
15. a web page contents provides system, described system comprises:
The web-page requests receiving element is used for receiving the indication user to the web page operation information of the web page operation of content recommendation execution from the webpage client;
Recommend indexing unit, be used for according to the web page operation information that receives described user's recommendation preference being carried out mark;
The content recommendation generation unit is indicated page turn over operation if be used for determining the web page operation information that receives, then according to recommending indexing unit before the mark that described user's recommendation preference is carried out to be generated the content recommendation that upgrades;
The web page contents transmitting element, the information that is used for the content recommendation that will upgrade sends to described webpage client.
16. system as claimed in claim 15 is characterized in that, described web page operation is one of following operation: user's page turn over operation, user are expressed recommending content items and are liked, want the indication seeing or abandon.
17. system as claimed in claim 16, it is characterized in that, if the web page operation information that receives indication page turn over operation, then recommend indexing unit also whether any information to the indication of recommended content items purpose not to take place from the web page operation information extraction that receives before about page turning, about whether any information to the indication of recommended content items purpose takes place before the page turning described user's recommendation preference is not carried out mark according to described, the content recommendation generation unit generates the content recommendation that upgrades according to the mark that before described user's recommendation preference had been carried out, and the web page contents transmitting element sends to described webpage client with the information of the content recommendation that upgrades.
18. system as claimed in claim 17, it is characterized in that, recommend indexing unit in the web page operation information according to reception, when described user's recommendation preference is carried out mark, at the user recommending content items is expressed and to like, to want that the indication of seeing gives different positive feedback weights, anyly the indication of recommended content items purpose and user are not expressed the indication that abandons to recommending content items give different negative feedback weights at taking place before user's page turning.
19. system as claimed in claim 18 also comprises: the web-page requests processing unit, be used for according to the web page operation information user who receives recommending content items being expressed and like, want the indication seeing or abandon, that upgrades described user likes, wants to see tabulation.
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CN103391320A (en) * 2013-07-18 2013-11-13 百度在线网络技术(北京)有限公司 Content recommending method and device based on interest point change
CN105354235A (en) * 2015-10-08 2016-02-24 天脉聚源(北京)传媒科技有限公司 Search result processing method and apparatus
CN106060637A (en) * 2016-06-29 2016-10-26 乐视控股(北京)有限公司 Video recommendation method, device and system
CN107239545A (en) * 2017-06-05 2017-10-10 厦门美柚信息科技有限公司 Realize the system and method for text message real-time recommendation

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