WO2020200146A1 - Page information processing method, device, and electronic apparatus - Google Patents

Page information processing method, device, and electronic apparatus Download PDF

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Publication number
WO2020200146A1
WO2020200146A1 PCT/CN2020/081985 CN2020081985W WO2020200146A1 WO 2020200146 A1 WO2020200146 A1 WO 2020200146A1 CN 2020081985 W CN2020081985 W CN 2020081985W WO 2020200146 A1 WO2020200146 A1 WO 2020200146A1
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WO
WIPO (PCT)
Prior art keywords
page
user
target
information
data
Prior art date
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PCT/CN2020/081985
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French (fr)
Chinese (zh)
Inventor
杨鑫
郑瑶琳
王威
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阿里巴巴集团控股有限公司
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Publication of WO2020200146A1 publication Critical patent/WO2020200146A1/en

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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/90Details of database functions independent of the retrieved data types
    • G06F16/95Retrieval from the web
    • G06F16/953Querying, e.g. by the use of web search engines
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/90Details of database functions independent of the retrieved data types
    • G06F16/95Retrieval from the web
    • G06F16/957Browsing optimisation, e.g. caching or content distillation
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/90Details of database functions independent of the retrieved data types
    • G06F16/95Retrieval from the web
    • G06F16/957Browsing optimisation, e.g. caching or content distillation
    • G06F16/9577Optimising the visualization of content, e.g. distillation of HTML documents
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F17/00Digital computing or data processing equipment or methods, specially adapted for specific functions
    • G06F17/40Data acquisition and logging
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q30/00Commerce
    • G06Q30/06Buying, selling or leasing transactions
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q30/00Commerce
    • G06Q30/06Buying, selling or leasing transactions
    • G06Q30/0601Electronic shopping [e-shopping]
    • G06Q30/0631Item recommendations

Definitions

  • This application relates to the technical field of page information processing, in particular to page information processing methods, devices and electronic equipment.
  • the page is an important tool for conveying various information to the user.
  • the recommended information such as "guess you like" on the homepage of the client, the product object information on the homepage of the store,
  • a list page often includes many list items.
  • a search result page a search returns 20 results.
  • the list items that can be displayed at one time are usually very limited, otherwise the recognition of the content displayed in the list items may be affected. For example, for a search result page, only 4 of the list items may be displayed on each screen, and other list items need to be viewed by sliding the screen. However, most of the user's browsing behavior is concentrated on the first few pages. Therefore, for the list items that are ranked relatively low, the entire page is usually closed or exited before the exposure opportunity has been obtained, so that the user may be Lost the opportunity to obtain more interesting information.
  • This application provides page information processing methods, devices, and electronic equipment, which are beneficial to exposing more interesting content to users, improving page display efficiency, and enhancing user experience.
  • a method for processing page information including:
  • an adjustment scheme for the display content of the target page is determined according to the prediction result, and the target page is re-rendered and refreshed according to the adjustment scheme.
  • a method for processing page information including:
  • the client collects user-related data in the process of displaying the target page
  • an adjustment scheme for the display content of the target page is determined according to the prediction result, and the target page is re-rendered and refreshed according to the adjustment scheme.
  • a method for processing product object search result information including:
  • the client submits search keyword information to the server;
  • the search result page is re-rendered and refreshed according to the adjusted scheme.
  • a page information processing device including:
  • the data collection unit is used to collect user-related data in the process of displaying the target page
  • the data providing unit is used to provide the information of the target page and the collected data to the prediction algorithm model of the terminal device where the client is located, so as to predict the user's interest point information on the target page ;
  • a prediction result obtaining unit configured to obtain the prediction result returned by the prediction algorithm model
  • the display scheme adjustment unit is configured to determine an adjustment scheme for the display content of the target page according to the prediction result when triggered by a target event, and re-render and refresh the display of the target page according to the adjustment scheme.
  • a page information processing device including:
  • the data collection unit is used to collect user-related data in the process of displaying the target page
  • a prediction unit configured to predict the user’s point of interest information on the target page according to the collected data
  • the scheme adjustment unit is configured to determine an adjustment scheme for the display content of the target page according to the prediction result when triggered by a target event, and re-render and refresh the display of the target page according to the adjustment scheme.
  • a product object search result information processing device including:
  • the keyword submission unit is used to submit search keyword information to the server
  • the page data receiving unit is configured to receive page data of the search result page returned by the server, where the search result page includes multiple product object information;
  • a data collection unit configured to display the search result page according to the page data, and collect user behavior data generated by the user for the search result page;
  • a prediction unit configured to predict the point of interest information of the user according to the collected user behavior data
  • the scheme adjustment unit is configured to determine, according to the prediction result, to adjust the page content display scheme of the search result page under the trigger of the target event, and re-render and refresh the display of the search result page according to the adjusted scheme.
  • An electronic device including:
  • One or more processors are One or more processors.
  • a memory associated with the one or more processors where the memory is used to store program instructions, and when the program instructions are read and executed by the one or more processors, perform the following operations:
  • an adjustment scheme for the display content of the target page is determined according to the prediction result, and the target page is re-rendered and refreshed according to the adjustment scheme.
  • An electronic device including:
  • One or more processors are One or more processors.
  • a memory associated with the one or more processors where the memory is used to store program instructions, and when the program instructions are read and executed by the one or more processors, perform the following operations:
  • an adjustment scheme for the display content of the target page is determined according to the prediction result, and the target page is re-rendered and refreshed according to the adjustment scheme.
  • An electronic device including:
  • One or more processors are One or more processors.
  • a memory associated with the one or more processors where the memory is used to store program instructions, and when the program instructions are read and executed by the one or more processors, perform the following operations:
  • the search result page is re-rendered and refreshed according to the adjusted scheme.
  • user-related information can be collected during the process of displaying the target page, which can mainly include some real-time behavior data or surrounding environment information, etc., and can be directly on the client side. Analyze and calculate the collected data to predict the user's possible points of interest at the moment. Further, the display scheme of the page content in the page can be adjusted under the trigger of a specific event, and the page content can be re-rendered and refreshed. In this way, the display scheme of the page content can be adjusted with the collected user-related data, instead of displaying according to the fixed scheme provided by the server. Therefore, it is conducive to exposing more interesting content to users and improving The page display efficiency also improves user experience.
  • Figure 1 is a schematic diagram of a system architecture provided by an embodiment of the present application.
  • FIG. 2 is a flowchart of the first method provided by an embodiment of the present application.
  • FIGS. 3-1 to 3-4 are schematic diagrams of interfaces provided by embodiments of the present application.
  • Figure 4 is a flowchart of a second method provided by an embodiment of the present application.
  • FIG. 5 is a flowchart of a third method provided by an embodiment of the present application.
  • FIG. 6 is a schematic diagram of a first device provided by an embodiment of the present application.
  • Figure 7 is a schematic diagram of a second device provided by an embodiment of the present application.
  • FIG. 8 is a schematic diagram of a third device provided by an embodiment of the present application.
  • Fig. 9 is a schematic diagram of an electronic device provided by an embodiment of the present application.
  • the first thing to note is that in the traditional page display process, the user initiates a request to access a certain page by clicking on a related link in the client, and the client needs to submit the request to the server, and the server returns the specific The page data is then rendered and displayed on the client side.
  • more and more pages can provide users with a "thousand-thousand-thousand-face" display method.
  • different users may display different content when viewing the page.
  • the content displayed on the search result page obtained by different users may be different, and so on. This is because the server usually saves the user’s gender, age, historical access records, behavioral preferences and other information.
  • the page content can be analyzed based on the personalized information of these users. Personalized adjustments in order to make the displayed content more in line with the needs of users.
  • This prior art method can indeed help users to obtain content that meets their needs to a certain extent, but the information recorded by the server is usually only the user's personal data, historical records, or user preferences based on historical records. ; And, what content is displayed on the page, and how the content is arranged and laid out are all determined by the server. After the server returns the specific page data to the client, what the client can do The only thing is to render and display according to specific page data.
  • some users’ points of interest and other information may be generated temporarily, that is to say, historical behavior data may only be used to determine a part of the user’s interest, while another important factor is the real-time behavior of the user.
  • Data, or real-time changes in the user’s surrounding environment, etc. For example, after using a certain search keyword to search and obtain the search results, the content that they are really interested in may be more reflected in the list items that are clicked to view details in this search result.
  • a user searches for "windbreaker" in the client of the commodity object information service system, and clicks on a list item from the search results.
  • the color and style of the "windbreaker” in the list item are all possible More in line with the user’s needs for this search. Therefore, if the user’s real-time behavior can be considered in the process of page display, it will be beneficial to provide users with display content more in line with their preferences and improve page display efficiency.
  • a solution that can be considered is that the client collects user behavior data, and then submits it to the server, and the server adjusts the content on the page.
  • the inventor of the present application discovered during the process of implementing the present application that this solution has at least the following shortcomings:
  • the client collects user-related data in real time, submits it to the server, and the server performs calculations, and then returns the adjustment results to the client.
  • This process will experience a certain time delay, for example, a one-minute delay, which makes timeliness Will be greatly reduced.
  • a certain time delay for example, a one-minute delay, which makes timeliness Will be greatly reduced.
  • the user is still continuing to browse the page, and the user may have swiped the page to other places for display.
  • the display is based on the adjustment result calculated one minute ago, which may have lost its meaning.
  • it may make the adjustment of the page content confusing, which will affect the user's browsing experience;
  • the embodiments of the present application provide another implementation manner.
  • user-related data including real-time behavior data, surrounding environment data, etc.
  • the prediction algorithm can be The model is implemented in the client. That is to say, in the specific implementation, when the user installs the related client program, the related file about the prediction algorithm model will be added to the directory where the client related file is located.
  • the file can also be an executable file. After the relevant components hand over the collected data to the prediction algorithm model, they can start the model to perform corresponding calculation processing and obtain the corresponding prediction results.
  • the function of collecting specific user-related data and adjusting the content of the page can be implemented in the page code.
  • the relevant undertaking component can be provided in advance, and the function of the component can include: The relevant data is submitted to the algorithm model, and the subsequent algorithm model can also return the prediction result to the undertaking component. Then, the receiving component can adjust the display mode of the specific page content according to the prediction result.
  • the adjustments made on the "end" in the embodiments of this application are only adjustments to the way the content of the page is displayed.
  • it may specifically include the order of the list items on the list page, or some specific visual components on the page. Appearance attributes, or whether some recommended content/guide content that needs to be selectively displayed is displayed, etc.
  • the above adjusted specific objects are all obtained from the page data returned by the server, and there is no need to re-initiate access or search requests to the server, nor does it involve the adjustment of the specific URL of the page. Therefore, As long as the specific "methods" are implemented in the page, even the purpose of adjusting the display mode of the page content "on the end" is achieved.
  • the embodiments of the present application mainly relate to the prediction algorithm model provided at the client frame layer, and the implementation in the page that specifically needs to provide a display mode to adjust related functions in real time.
  • the server only provides specific page data when the user receives the client request. In the subsequent process of adjusting the display scheme of the page content based on the information collected in real time, the server no longer participates, all on the client side To be done. It should be noted that there can usually be multiple pages in the same client, and there may also be multiple pages that need to implement the above functions at the same time. Therefore, the specific prediction algorithm model can be shared by multiple pages in the same client.
  • the same prediction algorithm model can perform the prediction of the user's interest points and return the prediction result.
  • a separate prediction algorithm model can also be provided for such pages.
  • the same client can also include multiple prediction algorithm models (not shown in FIG. 1), which can respectively correspond to different prediction requirements in different pages, and so on.
  • the above functions can be implemented in the client provided by the commodity object information service system, or the above functions can also be implemented in the clients of other systems or applications. Here Not limited.
  • the first embodiment provides a method for processing page information, which is introduced from the perspective of the receiving component in the aforementioned page.
  • the method may specifically include:
  • a commodity object information service system it may specifically include the client homepage, the commodity object information in the store homepage, the activity homepage, the search result page, and so on.
  • the display content adjustment function it may specifically include the client homepage, the commodity object information in the store homepage, the activity homepage, the search result page, and so on.
  • the data related to the user may specifically be data that can reflect the current point of interest/status of the user.
  • the user's behavior data on the target page can be collected.
  • the specific behavior data can include product object/shop object click, browse, purchase, add to the "shopping cart" and wait for the purchase of the product object information collection, collection, attention, etc., and the benefits push results Clicks, page stay time and other real-time behaviors.
  • These behavioral data can be used to predict specific user points of interest. For example, if you click to view the details of a product object, you can move the page related to or similar to the product object to the front, and so on.
  • information data of the surrounding environment where the user is located can also be collected.
  • it can include secret scene information such as the user's scene, location, and environment. For example, it may include whether the user is on a vehicle in a driving state, or whether he has entered a physical store, and the weather changes in the geographic location of the user, and so on. Because the changes in the surrounding environment may also reflect the user's points of interest, the way the page content is displayed can also be adjusted according to the surrounding environment information.
  • S202 Provide the information of the target page and the collected data to a prediction algorithm model set on the terminal device where the client is located, so as to predict the user's point of interest information on the target page;
  • the information about the target page can be provided to the prediction algorithm model only once when the user-related data is collected for the first time, and then only the specific collected data needs to be provided.
  • the page content data in the page is recorded.
  • the receiving component in the page can send to the prediction algorithm model every time user-related data is collected, and the prediction algorithm model can also perform a prediction every time new user-related data is received. , And return the forecast result.
  • the prediction algorithm model can also be configured in advance. For example, the calculation can be triggered only when user-related data of a certain type or meeting other conditions is received. For example, the calculation can be performed only when data related to the "click" behavior is received, other types of data can be ignored, and so on.
  • the specific prediction algorithm model may be pre-trained, which can take collected user-related data as input and output specific prediction results.
  • the prediction result can exist in many forms. For example, if the input collected data is that the user clicks on a related list item, the predicted prediction result can include: the user's response to the remaining undisplayed items on the page The possible level of interest for the list item. Or, if the input collected data is that the user has added a "shopping cart" to a certain list item, the prediction result may include: the user may be about to perform an operation of placing an order for purchase. If the input collected data includes some information related to the surrounding environment, the prediction result may include colors or shapes that the user may like.
  • the prediction algorithm model After the prediction algorithm model obtains the specific prediction result, it can be returned to the receiving component on the page.
  • the prediction result includes: The user’s interest level information for the list items on the target list page that have not yet entered the visible range of the display window; at this time, when making specific adjustments, the user can compare the information on the target list page according to the interest level information.
  • the list items are reordered. Specifically, among the list items that have not yet been displayed, the list items that meet the conditions of the user's interest level may be preferentially displayed within the visible range of the display window.
  • the server may have personalized sorting based on the user's history when providing page data, it does not consider the user's real-time behavior data and other factors, so , For some content that users may be really interested in during this search, they are ranked relatively low.
  • the user’s browsing habit is often that after sliding down a few screens, they will not continue to slide down, but choose to close or exit the list page. Get to re-change the search term and re-initiate the search, etc.
  • the display scheme of the content in the list items can be adjusted according to the real-time behavior data generated by the user or the data of the surrounding environment information, etc., so that The list that has not been displayed before is placed at a higher position for display first, and may even appear directly in the visible range of the window to achieve information exposure.
  • this kind of content adjustment will enable users to obtain the content they want more efficiently and improve search efficiency.
  • the prediction result may also include: the appearance attribute information of the page that the user is interested in; for example, it can be predicted based on the main color of the specific content in the list item currently clicked or recently clicked by the user, or the current weather change, etc.
  • the appearance attributes of the page that users may be interested in.
  • the appearance attributes of the target visualization component in the target page can be adjusted according to the appearance attributes of the page that the user is interested in. For example, it may specifically include adjusting the shape and/or color attributes of the outer frame of the target visualization component.
  • the visualization component may specifically include the background of the page, resource location (commonly known as "pit location"), page header, and so on. In other words, the appearance attributes of these visual components can also be adjusted based on user-related data collected in real time.
  • the prediction result includes: probability information that the user will perform the target behavior in the next step; in this case, when the adjustment plan for the display content of the target page is determined according to the prediction result, it may be in the target page Add guidance information for guiding the target behavior.
  • some guiding information may be displayed.
  • the guiding information may include user rights information (coupons, red envelopes, Full discounts, etc.) information. The total amount of specific user rights may be limited, and it is generally hoped to distribute to users who are more likely to use the user rights to avoid expiration and invalidation of the user rights, thereby failing to play its due role.
  • the specific user rights information may be provided to the user in the form of pop-up windows or floating layers when the user visits a specific page.
  • the server usually decides which users to distribute to. For example, a user submits a search request for a certain search term. At this time, there happens to be a "universal" discount. Coupons can be issued, and the server judges that the user has a higher probability of using the coupon based on the user's past historical data, etc., so the coupon information can be carried in the page data of the specific search result page , So that users can obtain specific coupon information while obtaining search result information, and can perform operations such as receiving.
  • the accuracy of this method of circle selection of users through the server may be relatively low, and it will still be There is a relatively high probability of wasting user rights.
  • the probability of a certain user performing a purchase operation on a certain product object is relatively high, and then the user rights information is issued to it, which may further promote The completion of the transaction also enables the effective use of user rights.
  • the real-time behavior data of the user can be collected on the terminal, and the real-time behavior data collected can also be used to predict the next possible behavior of the user, so the above can be achieved.
  • tag information about user rights can be added to the resource slot where the product object is located, so as to guide the user to click on the product object link to enter its detail page, and then collect related user rights in the detail page .
  • the specific user rights and other guidance information in the target page can also be provided by the server, but in this embodiment of the application, in the initial state of displaying the target page, such guidance information can be temporarily ignored. Display to avoid waste of user rights and interference to the user’s normal browsing; and only when the user’s real-time behavior and other data determine that the user’s purchase probability is relatively high, then provide relevant information to him , In order to improve the effective utilization of user rights information.
  • the receiving component in the page may not directly adjust the display scheme, but need to wait for the trigger of a specific target event.
  • the accepting page may also receive new prediction results relatively frequently.
  • the specific target page is in the display state when the prediction result is received, the page is directly re-rendered and refreshed, which may affect the user's browsing experience.
  • the receiving component may receive multiple prediction results, it may be triggered by a certain target event, and then adjust the display scheme of the page, and refresh the display after re-rendering.
  • one of them may include: jumping from the target page to another page, and then returning from the other page to the target page.
  • jumping from the target page to another page For example, when a user is browsing a product object search result page, he slides the page to the state shown in Figure 3-1, that is, the product objects 1, 2, 3, and 4 are displayed on the list page. Click on one of the product objects 1 and jump to its detail page to view, then close the detail page and return to the search result list page. At this time, the list page is not swiped on the basis of the jump action. However, the content displayed in the visible range of the page window has changed from before the jump. Similar information was displayed.
  • the homepage displays a "guess you like" list, which includes recommendations for the user based on the user's historical behavior records, etc.
  • Information about multiple commodity objects that it may be interested in due to the limited screen of the terminal device, the information of only four commodity objects is usually displayed on one screen, and the user can browse more information of recommended commodity objects by sliding the screen up and down. For example, slide the page to the state shown in Figure 3-3, that is, the product objects 1, 2, 3, and 4 are displayed on the list page.
  • the adjustment of the page content display scheme can also be implemented locally on the client, so that it can better meet the needs of users generated in real time during the browsing process and improve the efficiency of page display.
  • this function can also be implemented in other pages, which will not be listed here.
  • the target event may specifically include: when the target page is displayed, the client is switched to running in the background, and then switched back to running in the foreground from the background. For example, suppose a user searches for a certain keyword in the client and displays the search result page. In this state, if you need to check a newly received message in another application, you need to exit the current client After running in the background, after the message viewing is completed, return to the current client to continue browsing the previous search result page.
  • the embodiment of this application can be used as a trigger event to adjust the display scheme in the search result page, that is, before the user returns the client to the background, and after switching to the foreground, although
  • the page itself does not return to the top of the page by default, the content displayed on the page has changed, and the list items that were originally sorted very low are displayed in the view of the window. Range, etc.
  • the target event may also include: an event in which the terminal device where the client is located is unlocked after performing a screen lock action while the target page is displayed. This situation is similar to the situation of front-end and back-end switching mentioned above, that is, the status of the target page is being displayed in the client. If an event occurs that is unlocked after the screen is locked, you can find that the page displayed after unlocking The content has changed from before, etc.
  • the changes in page content described in the embodiments of this application are mainly adjustments to the display scheme.
  • it may include adjusting the display order of page list items, and some of the original displayed Hide the content, or display the content that was not originally displayed, or adjust the appearance properties of some visual components on the page, and so on.
  • the specific content can be obtained from the page data returned by the server, and there is no need to interact with the server during the specific adjustment process.
  • user-related information can be collected in the process of displaying the target page, which can mainly include some real-time behavior data or surrounding environment information, etc., and can be directly in the customer
  • the end-side analyzes and calculates the collected data, thereby predicting the possible points of interest of the user at the moment.
  • the display scheme of the page content in the page can be adjusted under the trigger of a specific event, and the page content can be re-rendered and refreshed. In this way, the display scheme of the page content can be adjusted with the collected user-related data, instead of displaying according to the fixed scheme provided by the server. Therefore, it is conducive to exposing more interesting content to users and improving The page display efficiency also improves user experience.
  • the second embodiment provides a page information processing method from another angle.
  • the specific prediction algorithm can also be directly written in the page code, so that the user’s interest points can be completely completed within the page. Forecasts and adjustments to the display plan.
  • the method may specifically include:
  • S402 Predict the point of interest information of the user for the target page according to the collected data
  • S403 Under the triggering of a target event, determine an adjustment plan for the display content of the target page according to the prediction result, and re-render and refresh the display of the target page according to the adjustment plan.
  • the third embodiment mainly introduces specific applications in the search scenario in the commodity object information service system. Specifically, the third embodiment provides a method for processing product object search result information. Referring to FIG. 5, the method may specifically include:
  • S501 The client submits search keyword information to the server;
  • S502 Receive page data of a search result page returned by the server, where the search result page includes multiple product object information;
  • S503 Display the search result page according to the page data, and collect user behavior data generated by the user for the search result page;
  • S504 Predict the point of interest information of the user according to the collected user behavior data
  • the user’s interest level information for the list items on the target list page that have not yet entered the visible range of the display window can be predicted; then, the user experience of the list items that have not yet been displayed can be predicted List items whose interest level meets the conditions are first displayed in the visible range of the display window.
  • the appearance attribute information of the page that the user is interested in can also be predicted; then, according to the appearance attribute of the page that the user is interested in, the appearance attribute of the target visualization component in the search result page is adjusted.
  • the user rights information can be added to the search result page, and the content of the user rights information is carried in the service In the page data returned by the end.
  • this embodiment of the present application also provides a page information processing device.
  • the device may specifically include:
  • the data collection unit 601 is used to collect user-related data in the process of displaying the target page
  • the data providing unit 602 is configured to provide the information of the target page and the collected data to a prediction algorithm model set on the terminal device where the client is located, so as to predict the user's interest in the target page information;
  • the prediction result obtaining unit 603 is configured to obtain the prediction result returned by the prediction algorithm model
  • the display scheme adjustment unit 604 is configured to determine an adjustment scheme for the display content of the target page according to the prediction result when triggered by a target event, and re-render and refresh the display of the target page according to the adjustment scheme.
  • the data collection unit can be specifically used for:
  • the target page includes a page related to product object information
  • the behavior data includes: viewing detailed information, purchasing, adding to a collection of product object information to be purchased, collecting, or following behaviors performed on the product objects displayed on the target page.
  • the data collection unit may also be specifically used for:
  • the surrounding environment information data includes: whether the user is on a vehicle in a driving state, or whether he enters a physical store.
  • the surrounding environment information data includes: weather changes at the geographic location of the user.
  • the target page includes a target list page
  • the prediction result includes: information about the user's interest in the list items on the target list page that have not yet entered the visible range of the display window;
  • the display scheme adjustment unit may be specifically used for:
  • the list items in the target list page are reordered.
  • the display scheme adjustment unit may be specifically used for:
  • the list items that meet the conditions of the user's interest level are preferentially displayed within the visible range of the display window.
  • the prediction result includes: appearance attribute information of the page that the user is interested in;
  • the display scheme adjustment unit may be specifically used for:
  • the shape and/or color attributes of the outer frame of the target visualization component can be adjusted.
  • the prediction result includes: probability information that the user will perform the target behavior in the next step;
  • the display scheme adjustment unit may be specifically used for:
  • the target page includes a page related to commodity object information, and the target behavior includes a purchase behavior; in this case, the guide information may include user rights information provided for the user.
  • the display scheme adjustment unit may be used to add label information about user rights and interests in the resource slot where the commodity object is located.
  • the display scheme adjustment unit may also be used to provide user rights information and operation options for receiving user rights through a pop-up window or creating a floating layer.
  • the target event includes: an event of jumping from the target page to another page, and then returning from the other page to the target page.
  • the target event includes: in a state where the target page is displayed, the client is switched to run in the background and then back to the foreground from the background.
  • the target event includes: an event in which the terminal device where the client is located performs a screen lock action and is unlocked when the target page is displayed.
  • the embodiment of the present application also provides a page information processing device.
  • the device may specifically include:
  • the data collection unit 701 is used to collect data related to the user in the process of displaying the target page;
  • the prediction unit 702 is configured to predict the point of interest information of the user for the target page according to the collected data
  • the scheme adjustment unit 703 is configured to determine an adjustment scheme for the display content of the target page according to the prediction result when triggered by a target event, and re-render and refresh the display of the target page according to the adjustment scheme.
  • the embodiment of the present application also provides a product object search result information processing device.
  • the device may specifically include:
  • the keyword submission unit 801 is used to submit search keyword information to the server;
  • the page data receiving unit 802 is configured to receive page data of a search result page returned by the server, where the search result page includes multiple product object information;
  • the data collection unit 803 is configured to display the search result page according to the page data, and collect user behavior data generated by the user for the search result page;
  • the prediction unit 804 is configured to predict the point of interest information of the user according to the collected user behavior data
  • the scheme adjustment unit 805 is configured to determine, according to the prediction result, to adjust the page content display scheme of the search result page when triggered by a target event, and re-render and refresh the display of the search result page according to the adjusted scheme .
  • the prediction unit may be specifically used for:
  • the adjusted plan includes:
  • the list items whose degree of user interest meets the conditions are preferentially displayed within the visible range of the display window.
  • the prediction unit may be specifically used for:
  • the adjusted plan includes:
  • the prediction unit can also be specifically used for:
  • the adjusted plan includes:
  • the user rights information is added to the search result page, and the content of the user rights information is carried in the page data returned by the server.
  • an embodiment of the present application also provides an electronic device, including:
  • One or more processors are One or more processors.
  • a memory associated with the one or more processors where the memory is used to store program instructions, and when the program instructions are read and executed by the one or more processors, perform the following operations:
  • an adjustment scheme for the display content of the target page is determined according to the prediction result, and the target page is re-rendered and refreshed according to the adjustment scheme.
  • an adjustment scheme for the display content of the target page is determined according to the prediction result, and the target page is re-rendered and refreshed according to the adjustment scheme.
  • the search result page is re-rendered and refreshed according to the adjusted scheme.
  • FIG. 9 exemplarily shows the architecture of an electronic device.
  • the device 900 can be a mobile phone, a computer, a digital broadcasting terminal, a messaging device, a game console, a tablet device, a medical device, a fitness device, or a personal digital assistant. , Aircraft, etc.
  • the device 900 may include one or more of the following components: a processing component 902, a memory 904, a power supply component 906, a multimedia component 908, an audio component 910, an input/output (I/O) interface 912, a sensor component 914, and Communication component 916.
  • the processing component 902 generally controls the overall operations of the device 900, such as operations associated with display, telephone calls, data communications, camera operations, and recording operations.
  • the processing element 902 may include one or more processors 920 to execute instructions to complete all or part of the steps of the method provided by the technical solution of the present disclosure.
  • the processing component 902 may include one or more modules to facilitate the interaction between the processing component 902 and other components.
  • the processing component 902 may include a multimedia module to facilitate the interaction between the multimedia component 908 and the processing component 902.
  • the memory 904 is configured to store various types of data to support the operation of the device 900. Examples of such data include instructions for any application or method operating on the device 900, contact data, phone book data, messages, pictures, videos, etc.
  • the memory 904 can be implemented by any type of volatile or nonvolatile storage device or a combination thereof, such as static random access memory (SRAM), electrically erasable programmable read-only memory (EEPROM), erasable and Programmable Read Only Memory (EPROM), Programmable Read Only Memory (PROM), Read Only Memory (ROM), Magnetic Memory, Flash Memory, Magnetic Disk or Optical Disk.
  • SRAM static random access memory
  • EEPROM electrically erasable programmable read-only memory
  • EPROM erasable and Programmable Read Only Memory
  • PROM Programmable Read Only Memory
  • ROM Read Only Memory
  • Magnetic Memory Flash Memory
  • Magnetic Disk Magnetic Disk or Optical Disk.
  • the power supply component 906 provides power to various components of the device 900.
  • the power supply component 906 may include a power management system, one or more power supplies, and other components associated with generating, managing, and distributing power for the device 900.
  • the multimedia component 908 includes a screen that provides an output interface between the device 900 and the user.
  • the screen may include a liquid crystal display (LCD) and a touch panel (TP). If the screen includes a touch panel, the screen may be implemented as a touch screen to receive input signals from the user.
  • the touch panel includes one or more touch sensors to sense touch, sliding, and gestures on the touch panel. The touch sensor can not only sense the boundary of the touch or slide action, but also detect the duration and pressure associated with the touch or slide operation.
  • the multimedia component 908 includes a front camera and/or a rear camera. When the device 900 is in an operation mode, such as a shooting mode or a video mode, the front camera and/or the rear camera can receive external multimedia data. Each front camera and rear camera can be a fixed optical lens system or have focal length and optical zoom capabilities.
  • the audio component 910 is configured to output and/or input audio signals.
  • the audio component 910 includes a microphone (MIC).
  • the microphone is configured to receive external audio signals.
  • the received audio signal may be further stored in the memory 904 or transmitted via the communication component 916.
  • the audio component 910 further includes a speaker for outputting audio signals.
  • the I/O interface 912 provides an interface between the processing component 902 and a peripheral interface module.
  • the above-mentioned peripheral interface module may be a keyboard, a click wheel, a button, and the like. These buttons may include but are not limited to: home button, volume button, start button, and lock button.
  • the sensor component 914 includes one or more sensors for providing the device 900 with various aspects of state evaluation.
  • the sensor component 914 can detect the on/off status of the device 900 and the relative positioning of components.
  • the component is the display and the keypad of the device 900.
  • the sensor component 914 can also detect the position change of the device 900 or a component of the device 900. , The presence or absence of contact between the user and the device 900, the orientation or acceleration/deceleration of the device 900, and the temperature change of the device 900.
  • the sensor component 914 may include a proximity sensor configured to detect the presence of nearby objects when there is no physical contact.
  • the sensor component 914 may also include a light sensor, such as a CMOS or CCD image sensor, for use in imaging applications.
  • the sensor component 914 may also include an acceleration sensor, a gyroscope sensor, a magnetic sensor, a pressure sensor or a temperature sensor.
  • the communication component 916 is configured to facilitate wired or wireless communication between the device 900 and other devices.
  • the device 900 can access a wireless network based on a communication standard, such as WiFi, 2G, or 3G, or a combination thereof.
  • the communication component 916 receives a broadcast signal or broadcast related information from an external broadcast management system via a broadcast channel.
  • the communication component 916 further includes a near field communication (NFC) module to facilitate short-range communication.
  • the NFC module can be implemented based on radio frequency identification (RFID) technology, infrared data association (IrDA) technology, ultra-wideband (UWB) technology, Bluetooth (BT) technology and other technologies.
  • RFID radio frequency identification
  • IrDA infrared data association
  • UWB ultra-wideband
  • Bluetooth Bluetooth
  • the device 900 can be implemented by one or more application specific integrated circuits (ASIC), digital signal processors (DSP), digital signal processing devices (DSPD), programmable logic devices (PLD), field programmable A gate array (FPGA), controller, microcontroller, microprocessor, or other electronic components are implemented to implement the above methods.
  • ASIC application specific integrated circuits
  • DSP digital signal processors
  • DSPD digital signal processing devices
  • PLD programmable logic devices
  • FPGA field programmable A gate array
  • controller microcontroller, microprocessor, or other electronic components are implemented to implement the above methods.
  • non-transitory computer-readable storage medium including instructions, such as a memory 904 including instructions, which can be executed by the processor 920 of the device 900 to complete the method provided by the technical solutions of the present disclosure .
  • the non-transitory computer-readable storage medium may be ROM, random access memory (RAM), CD-ROM, magnetic tape, floppy disk, optical data storage device, etc.

Abstract

A page information processing method, a device, and an electronic apparatus. The method comprises: acquiring data related to a user during a process of displaying a target page (S201); providing information of the target page and the acquired data to a prediction algorithm model configured at a terminal apparatus at which a client is located, so as to predict user points-of-interest information of the target page (S202); obtaining a prediction result returned by the prediction algorithm model (S203); and when a target event is triggered, determining, according to the prediction result, an adjustment scheme for display contents of the target page, and re-rendering and refreshing display of the target page according to the adjustment scheme (S204). The method facilitates exposure of content in which a user finds more interesting, thereby improving the efficiency of a display page, and enhancing user experience.

Description

页面信息处理方法、装置及电子设备Page information processing method, device and electronic equipment
本申请要求2019年04月04日递交的申请号为201910273123.5、发明名称为“页面信息处理方法、装置及电子设备”的中国专利申请的优先权,其全部内容通过引用结合在本申请中。This application claims the priority of the Chinese patent application with the application number 201910273123.5 and the invention title of "page information processing method, device and electronic equipment" filed on April 4, 2019, the entire content of which is incorporated into this application by reference.
技术领域Technical field
本申请涉及页面信息处理技术领域,特别是涉及页面信息处理方法、装置及电子设备。This application relates to the technical field of page information processing, in particular to page information processing methods, devices and electronic equipment.
背景技术Background technique
在网络服务系统中,页面是向用户传达各种信息的重要工具,例如,在商品对象信息服务系统中,客户端首页中的“猜你喜欢”等推荐信息、店铺首页中的商品对象信息、活动首页、搜索结果页等,都会存在以列表的形式进行展示的内容。一个列表页中往往会包括很多个列表项,例如,在搜索结果页面中,一次搜索返回20个结果。通过这种多个列表项在同一个页面中的聚合展示,使得用户能够通过一个页面获得多项内容,用户可以从中进行选择感兴趣的列表项,并通过点击等方式查看其详情页面。In the network service system, the page is an important tool for conveying various information to the user. For example, in the product object information service system, the recommended information such as "guess you like" on the homepage of the client, the product object information on the homepage of the store, There will be content displayed in the form of a list on the event homepage, search result page, etc. A list page often includes many list items. For example, in a search result page, a search returns 20 results. Through this kind of aggregated display of multiple list items on the same page, users can obtain multiple contents through one page, and users can select the list items of interest from them, and view their detailed pages by clicking, etc.
另一方面,随着移动终端的普及,大部分的流量都转移到了移动终端设备中。但是,由于移动终端的屏幕大小有限,因此,一次能够展示出的列表项通常会很有限,否则可能会影响列表项内展示的内容的识别度。例如,对于搜索结果页,每屏可能只显示其中4个列表项,其他列表项需要通过滑动屏幕等方式进行查看。然而,用户的浏览行为大部分集中于前几页,因此,对于排序比较靠后的列表项,通常是在尚未获得曝光机会时,整个页面就已经被关闭或者退出了,以至于使得用户可能会失去获得更感兴趣的信息的机会。On the other hand, with the popularity of mobile terminals, most of the traffic is transferred to mobile terminal devices. However, due to the limited screen size of the mobile terminal, the list items that can be displayed at one time are usually very limited, otherwise the recognition of the content displayed in the list items may be affected. For example, for a search result page, only 4 of the list items may be displayed on each screen, and other list items need to be viewed by sliding the screen. However, most of the user's browsing behavior is concentrated on the first few pages. Therefore, for the list items that are ranked relatively low, the entire page is usually closed or exited before the exposure opportunity has been obtained, so that the user may be Lost the opportunity to obtain more interesting information.
因此,如何将更符合用户需求或者兴趣点的内容更高效地提供给用户,成为需要本领域技术人员解决的技术问题。Therefore, how to provide users with content that is more in line with user needs or points of interest becomes a technical problem that needs to be solved by those skilled in the art.
发明内容Summary of the invention
本申请提供了页面信息处理方法、装置及电子设备,有利于将用户更有兴趣的内容曝光给用户,提高页面展示效率,提升用户体验。This application provides page information processing methods, devices, and electronic equipment, which are beneficial to exposing more interesting content to users, improving page display efficiency, and enhancing user experience.
本申请提供了如下方案:This application provides the following solutions:
一种页面信息处理方法,包括:A method for processing page information, including:
在对目标页面进行展示的过程中,对与用户相关的数据进行采集;In the process of displaying the target page, collect user-related data;
将所述目标页面的信息以及所采集到的数据提供给设置于客户端所在的终端设备的预测算法模型,以用于预测所述用户对所述目标页面的兴趣点信息;Providing the information of the target page and the collected data to a prediction algorithm model set on the terminal device where the client is located, so as to predict the user's point of interest information on the target page;
获得所述预测算法模型返回的预测结果;Obtaining the prediction result returned by the prediction algorithm model;
在目标事件的触发下,根据预测结果确定对所述目标页面展示内容的调整方案,并按照所述调整方案对所述目标页面进行重新渲染并刷新展示。Under the trigger of the target event, an adjustment scheme for the display content of the target page is determined according to the prediction result, and the target page is re-rendered and refreshed according to the adjustment scheme.
一种页面信息处理方法,包括:A method for processing page information, including:
客户端在对目标页面进行展示的过程中,对与用户相关的数据进行采集;The client collects user-related data in the process of displaying the target page;
根据所采集到的数据,预测所述用户对所述目标页面的兴趣点信息;According to the collected data, predict the user's point of interest information on the target page;
在目标事件的触发下,根据预测结果确定对所述目标页面展示内容的调整方案,并按照所述调整方案对所述目标页面进行重新渲染并刷新展示。Under the trigger of the target event, an adjustment scheme for the display content of the target page is determined according to the prediction result, and the target page is re-rendered and refreshed according to the adjustment scheme.
一种商品对象搜索结果信息处理方法,包括:A method for processing product object search result information, including:
客户端向服务端提交搜索关键词信息;The client submits search keyword information to the server;
接收所述服务端返回的搜索结果页面的页面数据,所述搜索结果页面中包括多个商品对象信息;Receiving page data of a search result page returned by the server, where the search result page includes multiple product object information;
按照所述页面数据对所述搜索结果页面进行展示,并对用户针对所述搜索结果页面产生的用户行为数据进行采集;Displaying the search result page according to the page data, and collecting user behavior data generated by the user for the search result page;
根据所述采集到的用户行为数据对所述用户的兴趣点信息进行预测;Predict the point of interest information of the user according to the collected user behavior data;
在目标事件的触发下,根据预测结果确定对所述搜索结果页面的页面内容展示方案进行调整,并按照调整后的方案对所述搜索结果页面进行重新渲染并刷新展示。Under the trigger of the target event, it is determined according to the prediction result to adjust the page content display scheme of the search result page, and the search result page is re-rendered and refreshed according to the adjusted scheme.
一种页面信息处理装置,包括:A page information processing device, including:
数据采集单元,用于在对目标页面进行展示的过程中,对与用户相关的数据进行采集;The data collection unit is used to collect user-related data in the process of displaying the target page;
数据提供单元,用于将所述目标页面的信息以及所采集到的数据提供给设置于客户端所在的终端设备的预测算法模型,以用于预测所述用户对所述目标页面的兴趣点信息;The data providing unit is used to provide the information of the target page and the collected data to the prediction algorithm model of the terminal device where the client is located, so as to predict the user's interest point information on the target page ;
预测结果获得单元,用于获得所述预测算法模型返回的预测结果;A prediction result obtaining unit, configured to obtain the prediction result returned by the prediction algorithm model;
展示方案调整单元,用于在目标事件的触发下,根据预测结果确定对所述目标页面展示内容的调整方案,并按照所述调整方案对所述目标页面进行重新渲染并刷新展示。The display scheme adjustment unit is configured to determine an adjustment scheme for the display content of the target page according to the prediction result when triggered by a target event, and re-render and refresh the display of the target page according to the adjustment scheme.
一种页面信息处理装置,包括:A page information processing device, including:
数据采集单元,用于在对目标页面进行展示的过程中,对与用户相关的数据进行采集;The data collection unit is used to collect user-related data in the process of displaying the target page;
预测单元,用于根据所采集到的数据,预测所述用户对所述目标页面的兴趣点信息;A prediction unit, configured to predict the user’s point of interest information on the target page according to the collected data;
方案调整单元,用于在目标事件的触发下,根据预测结果确定对所述目标页面展示内容的调整方案,并按照所述调整方案对所述目标页面进行重新渲染并刷新展示。The scheme adjustment unit is configured to determine an adjustment scheme for the display content of the target page according to the prediction result when triggered by a target event, and re-render and refresh the display of the target page according to the adjustment scheme.
一种商品对象搜索结果信息处理装置,包括:A product object search result information processing device, including:
关键词提交单元,用于向服务端提交搜索关键词信息;The keyword submission unit is used to submit search keyword information to the server;
页面数据接收单元,用于接收所述服务端返回的搜索结果页面的页面数据,所述搜索结果页面中包括多个商品对象信息;The page data receiving unit is configured to receive page data of the search result page returned by the server, where the search result page includes multiple product object information;
数据采集单元,用于按照所述页面数据对所述搜索结果页面进行展示,并对用户针对所述搜索结果页面产生的用户行为数据进行采集;A data collection unit, configured to display the search result page according to the page data, and collect user behavior data generated by the user for the search result page;
预测单元,用于根据所述采集到的用户行为数据对所述用户的兴趣点信息进行预测;A prediction unit, configured to predict the point of interest information of the user according to the collected user behavior data;
方案调整单元,用于在目标事件的触发下,根据预测结果确定对所述搜索结果页面的页面内容展示方案进行调整,并按照调整后的方案对所述搜索结果页面进行重新渲染并刷新展示。The scheme adjustment unit is configured to determine, according to the prediction result, to adjust the page content display scheme of the search result page under the trigger of the target event, and re-render and refresh the display of the search result page according to the adjusted scheme.
一种电子设备,包括:An electronic device including:
一个或多个处理器;以及One or more processors; and
与所述一个或多个处理器关联的存储器,所述存储器用于存储程序指令,所述程序指令在被所述一个或多个处理器读取执行时,执行如下操作:A memory associated with the one or more processors, where the memory is used to store program instructions, and when the program instructions are read and executed by the one or more processors, perform the following operations:
在对目标页面进行展示的过程中,对与用户相关的数据进行采集;In the process of displaying the target page, collect user-related data;
将所述目标页面的信息以及所采集到的数据提供给设置于客户端所在的终端设备的预测算法模型,以用于预测所述用户对所述目标页面的兴趣点信息;Providing the information of the target page and the collected data to a prediction algorithm model set on the terminal device where the client is located, so as to predict the user's point of interest information on the target page;
获得所述预测算法模型返回的预测结果;Obtaining the prediction result returned by the prediction algorithm model;
在目标事件的触发下,根据预测结果确定对所述目标页面展示内容的调整方案,并按照所述调整方案对所述目标页面进行重新渲染并刷新展示。Under the trigger of the target event, an adjustment scheme for the display content of the target page is determined according to the prediction result, and the target page is re-rendered and refreshed according to the adjustment scheme.
一种电子设备,包括:An electronic device including:
一个或多个处理器;以及One or more processors; and
与所述一个或多个处理器关联的存储器,所述存储器用于存储程序指令,所述程序指令在被所述一个或多个处理器读取执行时,执行如下操作:A memory associated with the one or more processors, where the memory is used to store program instructions, and when the program instructions are read and executed by the one or more processors, perform the following operations:
在对目标页面进行展示的过程中,对与用户相关的数据进行采集;In the process of displaying the target page, collect user-related data;
根据所采集到的数据,预测所述用户对所述目标页面的兴趣点信息;According to the collected data, predict the user's point of interest information on the target page;
在目标事件的触发下,根据预测结果确定对所述目标页面展示内容的调整方案,并按照所述调整方案对所述目标页面进行重新渲染并刷新展示。Under the trigger of the target event, an adjustment scheme for the display content of the target page is determined according to the prediction result, and the target page is re-rendered and refreshed according to the adjustment scheme.
一种电子设备,包括:An electronic device including:
一个或多个处理器;以及One or more processors; and
与所述一个或多个处理器关联的存储器,所述存储器用于存储程序指令,所述程序指令在被所述一个或多个处理器读取执行时,执行如下操作:A memory associated with the one or more processors, where the memory is used to store program instructions, and when the program instructions are read and executed by the one or more processors, perform the following operations:
向服务端提交搜索关键词信息;Submit search keyword information to the server;
接收所述服务端返回的搜索结果页面的页面数据,所述搜索结果页面中包括多个商品对象信息;Receiving page data of a search result page returned by the server, where the search result page includes multiple product object information;
按照所述页面数据对所述搜索结果页面进行展示,并对用户针对所述搜索结果页面产生的用户行为数据进行采集;Displaying the search result page according to the page data, and collecting user behavior data generated by the user for the search result page;
根据所述采集到的用户行为数据对所述用户的兴趣点信息进行预测;Predict the point of interest information of the user according to the collected user behavior data;
在目标事件的触发下,根据预测结果确定对所述搜索结果页面的页面内容展示方案进行调整,并按照调整后的方案对所述搜索结果页面进行重新渲染并刷新展示。Under the trigger of the target event, it is determined according to the prediction result to adjust the page content display scheme of the search result page, and the search result page is re-rendered and refreshed according to the adjusted scheme.
根据本申请提供的具体实施例,本申请公开了以下技术效果:According to the specific embodiments provided in this application, this application discloses the following technical effects:
通过本申请实施例,可以在对目标页面展示的过程中,进行与用户相关的信息的采集,主要可以是包括一些实时的行为数据或者周围环境信息,等等,并且,可以直接在客户端侧对采集到的数据进行分析计算,从而预测出用户当下可能的兴趣点。进而可以在具体的事件触发下,对页面中页面内容的展示方案进行调整,并对页面内容进行重新渲染及刷新展示。这样,可以使得页面内容的展示方案能够随着采集到的用户相关数据发生一些调整,而不是按照服务端提供的固定方案进行展示,因此,有利于将用户更有兴趣的内容曝光给用户,提高页面展示效率,也提升用户体验。Through the embodiments of this application, user-related information can be collected during the process of displaying the target page, which can mainly include some real-time behavior data or surrounding environment information, etc., and can be directly on the client side. Analyze and calculate the collected data to predict the user's possible points of interest at the moment. Further, the display scheme of the page content in the page can be adjusted under the trigger of a specific event, and the page content can be re-rendered and refreshed. In this way, the display scheme of the page content can be adjusted with the collected user-related data, instead of displaying according to the fixed scheme provided by the server. Therefore, it is conducive to exposing more interesting content to users and improving The page display efficiency also improves user experience.
当然,实施本申请的任一产品并不一定需要同时达到以上所述的所有优点。Of course, implementing any product of this application does not necessarily need to achieve all the advantages described above at the same time.
附图说明Description of the drawings
为了更清楚地说明本申请实施例或现有技术中的技术方案,下面将对实施例中所需要使用的附图作简单地介绍,显而易见地,下面描述中的附图仅仅是本申请的一些实施例,对于本领域普通技术人员来讲,在不付出创造性劳动的前提下,还可以根据这些附图获得其他的附图。In order to explain the embodiments of the present application or the technical solutions in the prior art more clearly, the following will briefly introduce the drawings needed in the embodiments. Obviously, the drawings in the following description are only some of the present application. Embodiments, for those of ordinary skill in the art, without creative work, other drawings can be obtained from these drawings.
图1是本申请实施例提供的系统架构的示意图;Figure 1 is a schematic diagram of a system architecture provided by an embodiment of the present application;
图2是本申请实施例提供的第一方法的流程图;Figure 2 is a flowchart of the first method provided by an embodiment of the present application;
图3-1至图3-4是本申请实施例提供的界面的示意图;Figures 3-1 to 3-4 are schematic diagrams of interfaces provided by embodiments of the present application;
图4是本申请实施例提供的第二方法的流程图;Figure 4 is a flowchart of a second method provided by an embodiment of the present application;
图5是本申请实施例提供的第三方法的流程图;FIG. 5 is a flowchart of a third method provided by an embodiment of the present application;
图6是本申请实施例提供的第一装置的示意图;FIG. 6 is a schematic diagram of a first device provided by an embodiment of the present application;
图7是本申请实施例提供的第二装置的示意图;Figure 7 is a schematic diagram of a second device provided by an embodiment of the present application;
图8是本申请实施例提供的第三装置的示意图;FIG. 8 is a schematic diagram of a third device provided by an embodiment of the present application;
图9是本申请实施例提供的电子设备的示意图。Fig. 9 is a schematic diagram of an electronic device provided by an embodiment of the present application.
具体实施方式detailed description
下面将结合本申请实施例中的附图,对本申请实施例中的技术方案进行清楚、完整地描述,显然,所描述的实施例仅仅是本申请一部分实施例,而不是全部的实施例。基于本申请中的实施例,本领域普通技术人员所获得的所有其他实施例,都属于本申请保护的范围。The technical solutions in the embodiments of the present application will be clearly and completely described below in conjunction with the drawings in the embodiments of the present application. Obviously, the described embodiments are only a part of the embodiments of the present application, rather than all of the embodiments. Based on the embodiments in this application, all other embodiments obtained by those of ordinary skill in the art fall within the protection scope of this application.
首先需要说明的是,在传统的页面展示过程中,用户通过在客户端中点击相关的链接等方式,发起访问某个页面的请求,客户端需要将请求提交到服务端,服务端再返回具体的页面数据,然后客户端进行渲染及展示。其中,越来越多的页面能够为用户提供“千人千面”的展示方式,例如,同样对于某个客户端的首页,不同的用户在查看该页面时,展示出的内容可能是不同的,或者,同样搜索某个关键词,不同的用户获得的搜索结果页面中展示的内容可能也不尽相同,等等。这是因为,服务端通常会保存用户的性别、年龄、历史访问记录、行为偏好等信息,在具体向某个用户展示具体的页面时,则可以根据这些用户的个性化信息,对页面内容进行个性化的调整,以期使得展示出的内容更符合用户的需求。The first thing to note is that in the traditional page display process, the user initiates a request to access a certain page by clicking on a related link in the client, and the client needs to submit the request to the server, and the server returns the specific The page data is then rendered and displayed on the client side. Among them, more and more pages can provide users with a "thousand-thousand-thousand-face" display method. For example, for the homepage of a certain client, different users may display different content when viewing the page. Or, for the same search for a certain keyword, the content displayed on the search result page obtained by different users may be different, and so on. This is because the server usually saves the user’s gender, age, historical access records, behavioral preferences and other information. When a specific page is displayed to a user, the page content can be analyzed based on the personalized information of these users. Personalized adjustments in order to make the displayed content more in line with the needs of users.
这种现有技术的方式确实能够在一定程度上帮助用户获得更符合其需求的内容,但是服务端记录的信息通常只有用户的个人资料、历史记录、或者根据历史记录统计出的用户偏好等信息;并且,具体在页面中展示哪些内容,以及这些内容按照怎样的方式进行排列、布局等,都是由服务端决定的,服务端将具体的页面数据返回给客户端之后,客户端所能做的事情只能是按照具体的页面数据进行渲染展示。This prior art method can indeed help users to obtain content that meets their needs to a certain extent, but the information recorded by the server is usually only the user's personal data, historical records, or user preferences based on historical records. ; And, what content is displayed on the page, and how the content is arranged and laid out are all determined by the server. After the server returns the specific page data to the client, what the client can do The only thing is to render and display according to specific page data.
而在实际应用中,一些用户的兴趣点等信息可能是临时产生的,也就是说,历史行为数据等可能只是用于判断用户兴趣的一部分因素,而另一部分重要的因素是用户产生的实时行为数据,或者用户所在周围环境的实时变化情况等。例如,在使用某个搜索关键词进行搜索并获得搜索结果后,其真正感兴趣的内容,可能更多的会从本次搜索结果中被点击查看详情的列表项中体现出来。具体如,某用户在商品对象信息服务系统的客户端中搜索了“风衣”,从搜索结果中点击了其中的某个列表项,该列表项中的“风衣”的颜色、款式等,都可能更符合用户此次搜索的需求。因此,如果能够在进行页面展示的过程中,考虑用户的实时行为这一因素,则有利于向用户提供更契合其偏好的展示内容,提高页面展示效率。In practical applications, some users’ points of interest and other information may be generated temporarily, that is to say, historical behavior data may only be used to determine a part of the user’s interest, while another important factor is the real-time behavior of the user. Data, or real-time changes in the user’s surrounding environment, etc. For example, after using a certain search keyword to search and obtain the search results, the content that they are really interested in may be more reflected in the list items that are clicked to view details in this search result. Specifically, for example, a user searches for "windbreaker" in the client of the commodity object information service system, and clicks on a list item from the search results. The color and style of the "windbreaker" in the list item are all possible More in line with the user’s needs for this search. Therefore, if the user’s real-time behavior can be considered in the process of page display, it will be beneficial to provide users with display content more in line with their preferences and improve page display efficiency.
为了达到上述目的,一种可以考虑的方案是,客户端进行用户行为数据的采集,然后提交到服务端,由服务端对页面中的内容进行调整。但是,本申请发明人在实现本申请的过程中发现,这种方案至少存在以下缺点:In order to achieve the above objectives, a solution that can be considered is that the client collects user behavior data, and then submits it to the server, and the server adjusts the content on the page. However, the inventor of the present application discovered during the process of implementing the present application that this solution has at least the following shortcomings:
1、客户端对用户相关数据进行实时的采集,再提交到服务端,服务端进行计算,再将调整结果返回客户端,这个过程会经历一定时间的延迟,例如,延迟一分钟,使得时效性会大打折扣。而在这一段时间里,用户仍然在继续进行页面的浏览,并且用户可能已经将页面滑动到其他的地方进行展示,此时再按照一分钟之前计算出的调整结果进行展示,可能已经失去意义,另外也可能使得页面内容被调整的混乱,反而影响用户的浏览体验;1. The client collects user-related data in real time, submits it to the server, and the server performs calculations, and then returns the adjustment results to the client. This process will experience a certain time delay, for example, a one-minute delay, which makes timeliness Will be greatly reduced. During this period of time, the user is still continuing to browse the page, and the user may have swiped the page to other places for display. At this time, the display is based on the adjustment result calculated one minute ago, which may have lost its meaning. In addition, it may make the adjustment of the page content confusing, which will affect the user's browsing experience;
2、用户对自身隐私信息越来越关注,一些政府也颁布相关的法案(通用数据保护条例等)来保障用户的隐私。这样便导致了在服务端构建相关的算法方案和策略时,无法对更贴近用户,同时也很难对更敏感的信息进行收集和计算。而恰恰是这些敏感的信息才可能更体现用户实时产生的或者临时的兴趣点信息。2. Users are paying more and more attention to their own private information, and some governments have also issued related bills (General Data Protection Regulations, etc.) to protect users' privacy. As a result, when constructing related algorithm schemes and strategies on the server side, it is impossible to get closer to users, and it is also difficult to collect and calculate more sensitive information. It is precisely these sensitive information that may better reflect the user's real-time or temporary point of interest information.
基于上述考虑,本申请实施例提供了另一种实现方式,在该实现方式中,可以在“端上”实现对用户相关数据(包括实时行为数据、周围环境数据等)的采集,并直接在“端上”实现对数据的消费,也即进行模型运算等对用户的兴趣点进行预测,进而,根据预测结果对页面内容的展示方案进行调整,以使其更符合用户的需求,提高页面展示效率。Based on the foregoing considerations, the embodiments of the present application provide another implementation manner. In this implementation manner, user-related data (including real-time behavior data, surrounding environment data, etc.) can be collected "on the end", and directly "On the end" realizes the consumption of data, that is, predicts the user's interest points by performing model calculations, and then adjusts the display plan of the page content according to the prediction results to make it more in line with the needs of users and improve the page display effectiveness.
这种方案的可行性具有以下几点:The feasibility of this scheme has the following points:
首先,对用户实时信息进行采集的工作可以由客户端完成,而在具体进行预测等操 作时,可以通过预先创建的预测算法模型来实现,因此,在本申请实施例中,可以将该预测算法模型在客户端中来实现。也就是说,在具体实现时,用户在安装相关的客户端程序时,会在客户端相关文件所在的目录中增加关于预测算法模型的相关文件,该文件也可以为可执行文件,页面中的相关组件在将具体采集到的数据交给该预测算法模型后,便可以启动该模型执行相应的计算处理,获得相应的预测结果。First of all, the work of collecting real-time user information can be completed by the client, and when performing specific operations such as prediction, it can be implemented through a pre-created prediction algorithm model. Therefore, in this embodiment of the application, the prediction algorithm can be The model is implemented in the client. That is to say, in the specific implementation, when the user installs the related client program, the related file about the prediction algorithm model will be added to the directory where the client related file is located. The file can also be an executable file. After the relevant components hand over the collected data to the prediction algorithm model, they can start the model to perform corresponding calculation processing and obtain the corresponding prediction results.
另一方面,关于对具体用户相关数据的采集,以及具体对页面内容进行调整的功能可以在页面代码中来实现,例如,可以预先提供相关的承接组件,该组件的作用可以包括,将采集到的相关数据提交给算法模型,后续算法模型也可以将预测结果返回给该承接组件。然后,承接组件便可以根据预测结果对具体的页面内容的展示方式进行调整。On the other hand, the function of collecting specific user-related data and adjusting the content of the page can be implemented in the page code. For example, the relevant undertaking component can be provided in advance, and the function of the component can include: The relevant data is submitted to the algorithm model, and the subsequent algorithm model can also return the prediction result to the undertaking component. Then, the receiving component can adjust the display mode of the specific page content according to the prediction result.
再者,本申请实施例中在“端上”进行的调整,只是对页面内容的展示方式进行调整,例如,具体可以包括列表页面中列表项的排列顺序,或者,页面中具体可视化组件的一些外观属性,或者,一些需要有选择展示的推荐内容/引导内容是否展示,等等。以上这些被调整的具体对象,都是从服务端返回的页面数据中已经获得的,不需要重新向服务端发起访问或者搜索等请求,也不涉及到对页面具体URL等信息的调整,因此,只要在页面中实现具体的“方法”,即使达到在“端上”对页面内容展示方式进行调整的目的。Furthermore, the adjustments made on the "end" in the embodiments of this application are only adjustments to the way the content of the page is displayed. For example, it may specifically include the order of the list items on the list page, or some specific visual components on the page. Appearance attributes, or whether some recommended content/guide content that needs to be selectively displayed is displayed, etc. The above adjusted specific objects are all obtained from the page data returned by the server, and there is no need to re-initiate access or search requests to the server, nor does it involve the adjustment of the specific URL of the page. Therefore, As long as the specific "methods" are implemented in the page, even the purpose of adjusting the display mode of the page content "on the end" is achieved.
另外,由于是在“端上”进行了具体的计算以及调整,因此,省去了多个步骤的网络传输等环节,可以确保实时性。In addition, because specific calculations and adjustments are performed "on the end", multiple steps of network transmission and other links are omitted, and real-time performance can be ensured.
具体的,从实现的架构角度而言,如图1所示,本申请实施例主要涉及在客户端框架层提供的预测算法模型,以及在具体需要提供展示方式实时调整相关功能的页面中实现的相关承接组件。其中,服务端仅用户在接收到客户端请求时提供具体的页面数据,后续在根据实时采集到的信息对页面内容的展示方案进行调整的过程中,服务端不再参与,全部在客户端侧来完成。需要说明的是,同一个客户端中通常可以有多个页面,也可能同时有多个页面都需要实现上述功能,因此,具体的预测算法模型可以为同一客户端中的多个页面所共用。也就是说,各个页面进行了用户相关数据的采集后,都可以由同一个预测算法模型执行用户兴趣点的预测,并返回预测结果。或者,另一种方式下,如果一些页面具有一些特殊的需求,也可以为这种页面提供单独的预测算法模型。也就是说,同一个客户端中也可以包括多个预测算法模型(图1中未示出),分别可以对应不同页面中的不同预测需求,等等。Specifically, from the perspective of the implementation architecture, as shown in Figure 1, the embodiments of the present application mainly relate to the prediction algorithm model provided at the client frame layer, and the implementation in the page that specifically needs to provide a display mode to adjust related functions in real time. Related undertaking components. Among them, the server only provides specific page data when the user receives the client request. In the subsequent process of adjusting the display scheme of the page content based on the information collected in real time, the server no longer participates, all on the client side To be done. It should be noted that there can usually be multiple pages in the same client, and there may also be multiple pages that need to implement the above functions at the same time. Therefore, the specific prediction algorithm model can be shared by multiple pages in the same client. In other words, after collecting user-related data on each page, the same prediction algorithm model can perform the prediction of the user's interest points and return the prediction result. Or, in another way, if some pages have some special requirements, a separate prediction algorithm model can also be provided for such pages. In other words, the same client can also include multiple prediction algorithm models (not shown in FIG. 1), which can respectively correspond to different prediction requirements in different pages, and so on.
其中,具体的应用的场景也可以有多种,例如,可以在商品对象信息服务系统提供的客户端中实现上述功能,或者,也可以在其他系统或者应用程序的客户端中实现上述功能,这里不进行限定。Among them, there can also be multiple specific application scenarios. For example, the above functions can be implemented in the client provided by the commodity object information service system, or the above functions can also be implemented in the clients of other systems or applications. Here Not limited.
下面对本申请实施例提供的具体实施方式进行详细介绍。The specific implementation manners provided in the embodiments of the present application are described in detail below.
实施例一Example one
首先,该实施例一提供了一种页面信息处理方法,该方法是从前述页面中的承接组件的角度进行的介绍,具体的,参见图2,该方法具体可以包括:First of all, the first embodiment provides a method for processing page information, which is introduced from the perspective of the receiving component in the aforementioned page. For details, refer to Figure 2. The method may specifically include:
S201:在对目标页面进行展示的过程中,对与用户相关的数据进行采集;S201: In the process of displaying the target page, collect user-related data;
其中,具体的目标页面可以有多种,例如,对于商品对象信息服务系统而言,具体可以包括客户端首页、店铺首页中的商品对象信息、活动首页、搜索结果页,等等。只要希望在具体展示过程中,在客户端本地实现端上的展示内容调整功能,即可在页面中引入本申请实施例提供的承接组件,以实现对相关数据的采集以及后续的页面内容展示方式的调整功能。Among them, there may be multiple specific target pages. For example, for a commodity object information service system, it may specifically include the client homepage, the commodity object information in the store homepage, the activity homepage, the search result page, and so on. As long as you want to implement the display content adjustment function locally on the client during the specific display process, you can introduce the undertaking component provided in the embodiment of this application into the page to realize the collection of related data and subsequent page content display methods The adjustment function.
其中,具体在对与用户相关的数据进行采集时,所述与用户相关的数据,具体可以是能够反映用户当前的兴趣点/状态的数据。例如,其中一种方式下,由于用户当前的实时行为,可能会反映出用户当下的兴趣点,因此,可以采集用户对所述目标页面中执行的行为数据。在商品对象信息服务客户端的搜索页面场景下,具体的行为数据可以包括商品对象/店铺对象点击、浏览、购买、加入“购物车”等待购买商品对象信息集合、收藏、关注等行为,权益推送结果的点击,页面停留时长等多种实时行为。这些行为数据可以用于对具体的用户兴趣点进行预测,例如,如果点击查看了某商品对象的详情,则可以将页面中与该商品对象相关或者相似的内容往前排,等等。Specifically, when data related to the user is collected, the data related to the user may specifically be data that can reflect the current point of interest/status of the user. For example, in one of the ways, since the user's current real-time behavior may reflect the user's current points of interest, the user's behavior data on the target page can be collected. In the search page scenario of the product object information service client, the specific behavior data can include product object/shop object click, browse, purchase, add to the "shopping cart" and wait for the purchase of the product object information collection, collection, attention, etc., and the benefits push results Clicks, page stay time and other real-time behaviors. These behavioral data can be used to predict specific user points of interest. For example, if you click to view the details of a product object, you can move the page related to or similar to the product object to the front, and so on.
另外,除了具体的用户行为数据之外,还可以采集所述用户所处的周围环境信息数据。具体可以包括用户所处的场景,位置,环境等隐秘的情景信息。例如,可以包括所述用户是否位于行驶状态的交通工具上,或者,是否进入实体店铺,以及所述用户所在地理位置处的天气变化情况,等等。由于这些周围环境的变化,也可能能够反映用户的兴趣点,因此,也可以根据这些周围环境信息对页面内容的展示方式进行调整。例如,如果在当前展示某搜索结果页面的过程中,发现某用户进入了某实体店铺,则可以将搜索结果页面中与该实体店铺相关的列表项往前排;或者,如果发现某时刻天气突然转晴,则可以将页面内具体可视化组件的外观属性进行调整,例如,调整为比较明媚的颜 色,以与具体的天气变化情况相匹配,等等。In addition, in addition to specific user behavior data, information data of the surrounding environment where the user is located can also be collected. Specifically, it can include secret scene information such as the user's scene, location, and environment. For example, it may include whether the user is on a vehicle in a driving state, or whether he has entered a physical store, and the weather changes in the geographic location of the user, and so on. Because the changes in the surrounding environment may also reflect the user's points of interest, the way the page content is displayed can also be adjusted according to the surrounding environment information. For example, if you find that a user has entered a physical store during the current display of a search result page, you can move the list items related to the physical store on the search results page to the front; or, if the weather is suddenly found at a certain moment When it turns sunny, you can adjust the appearance attributes of specific visual components on the page, for example, adjust it to a brighter color to match the specific weather changes, and so on.
S202:将所述目标页面的信息以及所采集到的数据提供给设置于客户端所在的终端设备的预测算法模型,以用于预测所述用户对所述目标页面的兴趣点信息;S202: Provide the information of the target page and the collected data to a prediction algorithm model set on the terminal device where the client is located, so as to predict the user's point of interest information on the target page;
具体采集到用户相关数据时,即可提供给具体的预测算法模型进行计算。其中,关于目标页面的信息,包括页面的内容数据等,可以仅在首次采集到用户相关数据时,向预测算法模型提供一次,后续只需要提供具体采集到的数据即可,模型中可以对同一页面中的页面内容数据等进行记录。具体实现时,页面内的承接组件可以在每采集到一次用户相关数据时,就向预测算法模型发送一次,而预测算法模型也可以在每次接收到新的用户相关数据时,都执行一次预测,并返回预测结果。或者,在具体实现时,还可以预先对预测算法模型进行配置,例如,可以是只有收到某种类型或者符合其他条件的用户相关数据时,才触发计算。例如,可以仅在收到与“点击”行为相关的数据时才进行计算,其他类型的数据忽略,等等。When specific user-related data is collected, it can be provided to a specific prediction algorithm model for calculation. Among them, the information about the target page, including the content data of the page, can be provided to the prediction algorithm model only once when the user-related data is collected for the first time, and then only the specific collected data needs to be provided. The page content data in the page is recorded. In specific implementation, the receiving component in the page can send to the prediction algorithm model every time user-related data is collected, and the prediction algorithm model can also perform a prediction every time new user-related data is received. , And return the forecast result. Or, in specific implementation, the prediction algorithm model can also be configured in advance. For example, the calculation can be triggered only when user-related data of a certain type or meeting other conditions is received. For example, the calculation can be performed only when data related to the "click" behavior is received, other types of data can be ignored, and so on.
其中,具体的预测算法模型可以是预先训练好的,其能够以采集到的用户相关数据为输入,输出具体的预测结果。其中,预测结果可以以多种形式存在,例如,如果输入的采集数据是,用户对某个相关的列表项进行了点击,则预测出的预测结果可以包括:用户对页面中剩余的尚未展示的列表项可能的感兴趣程度。或者,如果输入的采集数据是,用户对某个列表项加入了“购物车”,则预测结果可以包括:用户可能即将执行下单购买的操作。如果输入的采集数据包括一些周围环境相关的信息时,预测结果可能包括用户可能喜欢的颜色,或者形状,等等。Among them, the specific prediction algorithm model may be pre-trained, which can take collected user-related data as input and output specific prediction results. Among them, the prediction result can exist in many forms. For example, if the input collected data is that the user clicks on a related list item, the predicted prediction result can include: the user's response to the remaining undisplayed items on the page The possible level of interest for the list item. Or, if the input collected data is that the user has added a "shopping cart" to a certain list item, the prediction result may include: the user may be about to perform an operation of placing an order for purchase. If the input collected data includes some information related to the surrounding environment, the prediction result may include colors or shapes that the user may like.
S203:获得所述预测算法模型返回的预测结果;S203: Obtain the prediction result returned by the prediction algorithm model;
预测算法模型在获得具体的预测结果后,则可以返回给页面中的承接组件。After the prediction algorithm model obtains the specific prediction result, it can be returned to the receiving component on the page.
S204:在目标事件的触发下,根据预测结果确定对所述目标页面展示内容的调整方案,并按照所述调整方案对所述目标页面进行重新渲染并刷新展示。S204: Under the trigger of the target event, determine an adjustment scheme for the display content of the target page according to the prediction result, and re-render and refresh the display of the target page according to the adjustment scheme.
其中,具体对页面的展示内容进行方案调整时,可以有多种方式。例如,在一种方式下,如果所述目标页面包括目标列表页面,例如,搜索结果页面,或者“猜你喜欢”等推荐商品对象的列表页面,等等,则所述预测结果包括:所述用户对所述目标列表页面中尚未进入到展示窗口可视范围的列表项的感兴趣程度信息;此时,具体在进行调整时,可以根据所述感兴趣程度信息,对所述目标列表页面中的列表项进行重新排序。具体的,可以将所述尚未展示的列表项中所述用户感兴趣程度符合条件的列表项优先展示 到展示窗口的可视范围内。Among them, there can be multiple ways to specifically adjust the display content of the page. For example, in one manner, if the target page includes a target list page, for example, a search result page, or a list page of recommended product objects such as "Guess you like", etc., the prediction result includes: The user’s interest level information for the list items on the target list page that have not yet entered the visible range of the display window; at this time, when making specific adjustments, the user can compare the information on the target list page according to the interest level information. The list items are reordered. Specifically, among the list items that have not yet been displayed, the list items that meet the conditions of the user's interest level may be preferentially displayed within the visible range of the display window.
也就是说,对于搜索结果等列表页面而言,虽然服务端在提供页面数据时,可能已经根据用户的历史记录等进行了个性化的排序,但是并没有考虑用户的实时行为数据等因素,因此,对于一些在此次搜索过程中用户可能真正感兴趣的内容被排在了比较靠后的位置。而由于手机等移动终端设备每屏能够展示的列表项很有限,用户的浏览习惯又常常是在向下滑动几屏之后,便不再继续向下滑动,而是选择关闭或者退出该列表页,获得重新改变搜索词重新你发起搜索,等等。这就使得排序比较靠后、但是实际上比较符合用户当前真正需求的列表项无法获得曝光的机会,也影响用户对搜索结果准确度的印象。而在本申请实施例中,在从服务端获得一批列表项之后,还可以根据用户产生的实时行为数据或者周围环境信息的数据等,对列表项中的内容的展示方案进行调整,从而可以使得之前排序比较靠后的尚未展示出的列表先,放到比较靠前的位置进行展示,甚至可能直接出现在窗口可视范围内,实现信息的曝光。在预测结果比较准确的情况下,这种内容的调整会使得用户更高效地获得其想要的内容,提高搜索效率。In other words, for list pages such as search results, although the server may have personalized sorting based on the user's history when providing page data, it does not consider the user's real-time behavior data and other factors, so , For some content that users may be really interested in during this search, they are ranked relatively low. However, due to the limited list items that can be displayed on each screen of mobile terminal devices such as mobile phones, the user’s browsing habit is often that after sliding down a few screens, they will not continue to slide down, but choose to close or exit the list page. Get to re-change the search term and re-initiate the search, etc. This makes the list items that are sorted relatively late but actually more in line with the user's current real needs cannot be exposed, and it also affects the user's impression of the accuracy of the search results. In the embodiment of this application, after obtaining a batch of list items from the server, the display scheme of the content in the list items can be adjusted according to the real-time behavior data generated by the user or the data of the surrounding environment information, etc., so that The list that has not been displayed before is placed at a higher position for display first, and may even appear directly in the visible range of the window to achieve information exposure. When the prediction result is relatively accurate, this kind of content adjustment will enable users to obtain the content they want more efficiently and improve search efficiency.
或者,所述预测结果也可以包括:所述用户感兴趣的页面外观属性信息;例如,根据用户当前点击或者最近点击的列表项中具体内容的主色调,或者当前天气变化情况等,可以预测出用户可能感兴趣的页面外观属性。此时,可以按照所述用户感兴趣的页面外观属性,对所述目标页面中目标可视化组件的外观属性调整。例如,具体可以包括对所述目标可视化组件的外框形状和/或颜色属性调整。其中,可视化组件具体可以包括页面的背景、资源位(俗称“坑位”)、版头等等。也就是说,这些可视化组件的外观属性,也都可以根据实时采集到的用户相关数据进行调整。Alternatively, the prediction result may also include: the appearance attribute information of the page that the user is interested in; for example, it can be predicted based on the main color of the specific content in the list item currently clicked or recently clicked by the user, or the current weather change, etc. The appearance attributes of the page that users may be interested in. At this time, the appearance attributes of the target visualization component in the target page can be adjusted according to the appearance attributes of the page that the user is interested in. For example, it may specifically include adjusting the shape and/or color attributes of the outer frame of the target visualization component. Among them, the visualization component may specifically include the background of the page, resource location (commonly known as "pit location"), page header, and so on. In other words, the appearance attributes of these visual components can also be adjusted based on user-related data collected in real time.
另外,所述预测结果包括:所述用户下一步将会执行目标行为的概率信息;此时,具体在根据预测结果确定对所述目标页面展示内容的调整方案时,可以在所述目标页面中增加用于对所述目标行为进行引导的引导信息。也就是说,对于一些页面而言,其中可能可以展示一些引导性质的信息,例如,对于与商品对象信息相关的页面,所述引导信息可以包括为用户提供的用户权益信息(优惠券、红包、满减优惠等)信息。具体的用户权益总量可能是有限的,通常希望向更有可能使用该用户权益的用户进行发放,以避免造成用户权益的过期作废,进而无法发挥其应有的作用。对于具体被选中可以发放用户权益的用户,在具体向其发放用户权益时,可能会在用户访问某个具体的页面时,将具体用户权益的信息同弹窗或者浮层等形式提供给用户。但是,在现有技术的实现方 式下,通常是由服务端来决定向哪些用户来发放,例如,某用户提交了关于某搜索词的搜索请求,此时,恰好有“全场通用”的优惠券可以发放,而该服务端根据该用户以往的历史数据等,判断该用户使用到该优惠券的概率比较高,于是,就可以将优惠券的信息携带在具体的搜索结果页面的页面数据中,使得用户在获得搜索结果信息的同时,还可以获得具体的优惠券信息,可以执行领取等操作。但是,由于用户的历史行为记录可能并不能很准确的预测用户当前是否会发生某种行为,因此,这种通过服务端来对用户进行圈选的方式,其准确度可能会比较低,仍然会存在比较大概率的用户权益浪费。而如果在具体对某个页面进行浏览的过程中,能预测出某用户对某件商品对象执行购买操作的概率比较高了,此时再向其进行用户权益信息的发放,则可能会进一步促成交易的达成,同时使得用户权益得到有效的利用。而本申请实施例中由于可以在端上对用户的实时行为数据等进行采集,并且还可以根据采集到的实时的行为数据,对用户接下来可能发生的行为进行预测,因此,恰好可以达到上述目的。例如,如果发现某用户只是对搜索结果页面进行了浏览,一直没有点击某个列表项进行详情查看,更没有执行加入购物车、收藏等操作,则证明该用户至少当前可能会执行购买行为的概率会比较低。而如果发现某时刻用户对某个商品对象或者多个商品对象执行了加入购物车的操作,则接下来用户有很高的概率执行购买行为,此时,则可以向用户进行用户权益的发放。因此,In addition, the prediction result includes: probability information that the user will perform the target behavior in the next step; in this case, when the adjustment plan for the display content of the target page is determined according to the prediction result, it may be in the target page Add guidance information for guiding the target behavior. In other words, for some pages, some guiding information may be displayed. For example, for pages related to product object information, the guiding information may include user rights information (coupons, red envelopes, Full discounts, etc.) information. The total amount of specific user rights may be limited, and it is generally hoped to distribute to users who are more likely to use the user rights to avoid expiration and invalidation of the user rights, thereby failing to play its due role. For users who are specifically selected to be able to issue user rights, when the user rights are specifically issued to them, the specific user rights information may be provided to the user in the form of pop-up windows or floating layers when the user visits a specific page. However, in the implementation of the prior art, the server usually decides which users to distribute to. For example, a user submits a search request for a certain search term. At this time, there happens to be a "universal" discount. Coupons can be issued, and the server judges that the user has a higher probability of using the coupon based on the user's past historical data, etc., so the coupon information can be carried in the page data of the specific search result page , So that users can obtain specific coupon information while obtaining search result information, and can perform operations such as receiving. However, because the user’s historical behavior records may not be able to accurately predict whether the user will currently perform a certain behavior, the accuracy of this method of circle selection of users through the server may be relatively low, and it will still be There is a relatively high probability of wasting user rights. And if in the process of browsing a certain page, it can be predicted that the probability of a certain user performing a purchase operation on a certain product object is relatively high, and then the user rights information is issued to it, which may further promote The completion of the transaction also enables the effective use of user rights. However, in the embodiments of the present application, since the real-time behavior data of the user can be collected on the terminal, and the real-time behavior data collected can also be used to predict the next possible behavior of the user, so the above can be achieved. purpose. For example, if it is found that a user has only browsed the search results page, has not clicked on a list item to view details, and has not performed operations such as adding to shopping cart or favorites, it proves the probability that the user may perform purchase behavior at least currently It will be lower. However, if it is found that at a certain moment, the user performs the operation of adding a shopping cart to a certain commodity object or multiple commodity objects, then the user has a high probability of performing the purchase behavior, and at this time, the user can issue the user rights to the user. therefore,
其中,具体在确定某用户即将执行购买行为之后,具体向其发放用户权益的方式也可以有多种。例如,一种方式下,可以在商品对象所在的资源位中增加关于用户权益的标签信息,以此引导用户点击该商品对象链接进入到其详情页面,然后在详情页面中进行相关用户权益的领取。或者,在另一种方式下,还可以直接通过弹出窗口或者创建浮层的形式提供用户权益信息以及用于领取用户权益的操作选项,使得用户可以直接在当前页面中对具体的用户权益进行领取,等等。Among them, after it is determined that a certain user is about to perform a purchase behavior, there may be multiple ways to issue user rights and interests to the user. For example, in one way, tag information about user rights can be added to the resource slot where the product object is located, so as to guide the user to click on the product object link to enter its detail page, and then collect related user rights in the detail page . Or, in another way, you can also provide user rights information and operation options for receiving user rights directly through a pop-up window or creating a floating layer, so that the user can directly receive specific user rights on the current page ,and many more.
需要说明的是,关于目标页面中具体的用户权益等引导信息,同样可以是由服务端提供的,只是在本申请实施例中,在展示目标页面的初始状态下,可以暂时不对这种引导信息进行展示,以避免造成用户权益的浪费,也避免对用户的正常浏览造成干扰;而只有在根据用户的实时行为等数据确定出用户的购买概率比较高的情况下,再向其提供相关的信息,以提高用户权益信息的有效里利用率。It should be noted that the specific user rights and other guidance information in the target page can also be provided by the server, but in this embodiment of the application, in the initial state of displaying the target page, such guidance information can be temporarily ignored. Display to avoid waste of user rights and interference to the user’s normal browsing; and only when the user’s real-time behavior and other data determine that the user’s purchase probability is relatively high, then provide relevant information to him , In order to improve the effective utilization of user rights information.
另外,在具体实现时,页面中的承接组件在接收到具体的预测结果后,可以并不是直接进行展示方案的调整,而是需要等待具体的目标事件的触发。也就是说,由于采集 到相关数据的动作可能会相对比较频繁的发生,相应的,承接页面也可能会比较频繁的接收到新的预测结果。但是,如果在接收到预测结果时,具体的目标页面正处于展示状态,则直接对页面进行重新渲染刷新展示,则可能会影响用户的浏览体验。为此,在本申请实施例中,虽然承接组件可能会接收到多份预测结果,但是,可以是在一定目标事件的触发下,再对页面的展示方案进行调整,并重新渲染后刷新展示。In addition, in specific implementation, after receiving the specific prediction result, the receiving component in the page may not directly adjust the display scheme, but need to wait for the trigger of a specific target event. In other words, since the actions of collecting related data may occur relatively frequently, correspondingly, the accepting page may also receive new prediction results relatively frequently. However, if the specific target page is in the display state when the prediction result is received, the page is directly re-rendered and refreshed, which may affect the user's browsing experience. For this reason, in the embodiment of the present application, although the receiving component may receive multiple prediction results, it may be triggered by a certain target event, and then adjust the display scheme of the page, and refresh the display after re-rendering.
其中,具体的目标事件可以有多种,例如,其中一种可以包括:从所述目标页面跳转到其他页面,又从其他页面退回到所述目标页面的事件。例如,某用户在对某商品对象搜索结果页面进行浏览的过程中,将页面滑动到如图3-1所示的状态,也即,列表页中展示出商品对象1、2、3、4。点击了其中某个商品对象1并跳转到其详情页面中查看,之后又关闭了该详情页,回到搜索结果列表页。此时,并未在跳转动作发生前的基础上对列表页面进行滑动操作,但是,页面窗口可视范围内展示的内容与其跳转之前发生了变化,将更多的与该商品对象1更相似的信息进行了展示。例如,如图3-2所示,重新回到列表页之后,商品对象18出现在窗口可视范围内,这是因为,端上的算法模型计算出该商品对象18与当前浏览的商品对象1之间具有很高的相似性,因此,对其在页面中的展示位置进行了调整,使得用户只要回到该列表页即可曝光给用户。而如果不采用本申请实施例提供的方案,按照该商品对象18原来在页面中的位置,可能需要用户继续向下滑动很多屏才能查看到,而在此之前,用户很可能已经退出或者关闭该列表页了,使得该很可能会感兴趣的商品对象信息没有机会曝光给用户。Among them, there may be multiple specific target events. For example, one of them may include: jumping from the target page to another page, and then returning from the other page to the target page. For example, when a user is browsing a product object search result page, he slides the page to the state shown in Figure 3-1, that is, the product objects 1, 2, 3, and 4 are displayed on the list page. Click on one of the product objects 1 and jump to its detail page to view, then close the detail page and return to the search result list page. At this time, the list page is not swiped on the basis of the jump action. However, the content displayed in the visible range of the page window has changed from before the jump. Similar information was displayed. For example, as shown in Figure 3-2, after returning to the list page, the product object 18 appears in the visible range of the window. This is because the algorithm model on the terminal calculates the product object 18 and the currently viewed product object 1 There is a high similarity between them. Therefore, its display position on the page has been adjusted so that the user can be exposed to the user as long as the user returns to the list page. If the solution provided by the embodiment of this application is not adopted, according to the original position of the commodity object 18 on the page, the user may need to continue to slide down many screens to view it, and before that, the user may have logged out or closed the The list page is now, so that the product object information that is likely to be of interest has no chance to be exposed to the user.
或者,又例如,用户在对某客户端的首页进行浏览的过程中,如图3-3所示,首页中展示出“猜你喜欢”列表,其中包括根据用户的历史行为记录等为用户推荐的其可能会感兴趣的多个商品对象的信息。其中,由于终端设备屏幕有限,因此,通常一屏内仅展示四个商品对象的信息,用户可以通过上下滑动屏幕的方式浏览到更多推荐商品对象的信息。例如,将页面滑动到如图3-3所示的状态,也即,列表页中展示出商品对象1、2、3、4。此时,该用户点击了其中某个商品对象1并跳转到其详情页面中查看,之后对该商品对象执行了“加入购物车”操作,又回到首页的“猜你喜欢”列表中进行浏览。但此时,由于用户执行了“加入购物车”操作,因此,相关的算法可以预测出该用户下一步即将执行购买行为的概率会比较高,为了进一步提升购买转化率,如图3-4所示,重新回到列表页之后,可以在具体关联有用户权益信息的商品对象所在的资源位内展示出具体的用户权益信息。例如,图3-4中的31处所示的,“5元券”,“30元 券”,“60元券”等等。也就是说,对于客户端首页而言,也可以在客户端本地实现对页面内容展示方案的调整,使其更能满足用户在浏览过程中实时产生的需求,提高页面展示效率。另外,除了上述搜索结果页面以及客户端首页之外,其他的页面中也可以实现该功能,这里不再一一列举。Or, for another example, when a user browses the homepage of a certain client, as shown in Figure 3-3, the homepage displays a "guess you like" list, which includes recommendations for the user based on the user's historical behavior records, etc. Information about multiple commodity objects that it may be interested in. Among them, due to the limited screen of the terminal device, the information of only four commodity objects is usually displayed on one screen, and the user can browse more information of recommended commodity objects by sliding the screen up and down. For example, slide the page to the state shown in Figure 3-3, that is, the product objects 1, 2, 3, and 4 are displayed on the list page. At this point, the user clicks on one of the product objects 1 and jumps to its details page to view, then performs the "add to shopping cart" operation on the product object, and then returns to the "Guess you like" list on the homepage. Browse. But at this time, because the user performs the "add to shopping cart" operation, the relevant algorithm can predict that the user will be more likely to perform the next purchase behavior. In order to further increase the purchase conversion rate, as shown in Figure 3-4 After returning to the list page, you can display specific user rights information in the resource slot where the commodity object specifically associated with user rights information is located. For example, as shown at 31 in Figure 3-4, "5 yuan coupon", "30 yuan coupon", "60 yuan coupon" and so on. That is to say, for the client homepage, the adjustment of the page content display scheme can also be implemented locally on the client, so that it can better meet the needs of users generated in real time during the browsing process and improve the efficiency of page display. In addition, in addition to the above search result page and the client home page, this function can also be implemented in other pages, which will not be listed here.
另一种情况下,所述目标事件具体可以包括:在展示所述目标页面的状态下,所述客户端被切换到后台运行,又从后台切换回前台运行的事件。例如,假设某用户在客户端中搜索了某关键词,并展示出了搜索结果页面,在该状态下,需要到另一个应用中查看某新接收到的消息等,则需要将当前客户端退到后台运行,之后,在消息查看完成后,再回到当前客户端继续浏览之前的搜索结果页面。在这种情况下,本申请实施例就可以在作为一个触发事件,将搜索结果页面中的展示方案进行调整,也即,用户在将客户端退到后台之前,与重新切换到前台之后,虽然没有对搜索结果页面执行滑动等操作,页面本身也没有默认回到页面的顶端的情况下,页面中展示出的内容却发生了变化,将本来排序很靠后的列表项展示到窗口的可视范围,等等。In another case, the target event may specifically include: when the target page is displayed, the client is switched to running in the background, and then switched back to running in the foreground from the background. For example, suppose a user searches for a certain keyword in the client and displays the search result page. In this state, if you need to check a newly received message in another application, you need to exit the current client After running in the background, after the message viewing is completed, return to the current client to continue browsing the previous search result page. In this case, the embodiment of this application can be used as a trigger event to adjust the display scheme in the search result page, that is, before the user returns the client to the background, and after switching to the foreground, although When no operations such as sliding on the search results page are performed, and the page itself does not return to the top of the page by default, the content displayed on the page has changed, and the list items that were originally sorted very low are displayed in the view of the window. Range, etc.
另外,所述目标事件还可以包括:在展示所述目标页面的状态下,所述客户端所在终端设备被执行锁屏动作,又被解锁的事件。该情况跟上面所述的前后台切换的情况类似,也即在客户端中正在展示目标页面的状态可,如果发生了锁屏之后又解锁的事件,则可以发现解锁之后的页面中展示出的内容已经与之前发生了变化,等等。In addition, the target event may also include: an event in which the terminal device where the client is located is unlocked after performing a screen lock action while the target page is displayed. This situation is similar to the situation of front-end and back-end switching mentioned above, that is, the status of the target page is being displayed in the client. If an event occurs that is unlocked after the screen is locked, you can find that the page displayed after unlocking The content has changed from before, etc.
当然,这里需要说明的是,本申请实施例中所述的页面内容的变化,主要是对展示方案方面的调整,例如,可以包括对页面列表项的展示顺序进行调整,对一些原来展示出的内容进行隐藏,或者,对原来未展示的内容进行展示,或者,对页面一些可视化组件的外观属性进行一些调整,等等。具体的内容都可以是从服务端返回的页面数据中获得的,具体进行调整的过程中,不需要再与服务端之间进行交互。Of course, what needs to be explained here is that the changes in page content described in the embodiments of this application are mainly adjustments to the display scheme. For example, it may include adjusting the display order of page list items, and some of the original displayed Hide the content, or display the content that was not originally displayed, or adjust the appearance properties of some visual components on the page, and so on. The specific content can be obtained from the page data returned by the server, and there is no need to interact with the server during the specific adjustment process.
总之,通过本申请实施例,可以在对目标页面展示的过程中,进行与用户相关的信息的采集,主要可以是包括一些实时的行为数据或者周围环境信息,等等,并且,可以直接在客户端侧对采集到的数据进行分析计算,从而预测出用户当下可能的兴趣点。进而可以在具体的事件触发下,对页面中页面内容的展示方案进行调整,并对页面内容进行重新渲染及刷新展示。这样,可以使得页面内容的展示方案能够随着采集到的用户相关数据发生一些调整,而不是按照服务端提供的固定方案进行展示,因此,有利于将用户更有兴趣的内容曝光给用户,提高页面展示效率,也提升用户体验。In short, through the embodiments of this application, user-related information can be collected in the process of displaying the target page, which can mainly include some real-time behavior data or surrounding environment information, etc., and can be directly in the customer The end-side analyzes and calculates the collected data, thereby predicting the possible points of interest of the user at the moment. Further, the display scheme of the page content in the page can be adjusted under the trigger of a specific event, and the page content can be re-rendered and refreshed. In this way, the display scheme of the page content can be adjusted with the collected user-related data, instead of displaying according to the fixed scheme provided by the server. Therefore, it is conducive to exposing more interesting content to users and improving The page display efficiency also improves user experience.
实施例二Example two
该实施例二从另一个角度,提供了一种页面信息处理方法,在该方法中,也可以直接将具体的预测算法写在页面代码中,这样,就可以完全在页面内完成对用户兴趣点的预测,以及展示方案的调整。具体的,参见图4,该方法具体可以包括:The second embodiment provides a page information processing method from another angle. In this method, the specific prediction algorithm can also be directly written in the page code, so that the user’s interest points can be completely completed within the page. Forecasts and adjustments to the display plan. Specifically, referring to FIG. 4, the method may specifically include:
S401:在对目标页面进行展示的过程中,对与用户相关的数据进行采集;S401: In the process of displaying the target page, collect user-related data;
S402:根据所采集到的数据,预测所述用户对所述目标页面的兴趣点信息;S402: Predict the point of interest information of the user for the target page according to the collected data;
S403:在目标事件的触发下,根据预测结果确定对所述目标页面展示内容的调整方案,并按照所述调整方案对所述目标页面进行重新渲染并刷新展示。S403: Under the triggering of a target event, determine an adjustment plan for the display content of the target page according to the prediction result, and re-render and refresh the display of the target page according to the adjustment plan.
实施例三Example three
该实施例三主要针对商品对象信息服务系统中,搜索场景下的具体应用进行介绍。具体的,该实施例三提供了一种商品对象搜索结果信息处理方法,参见图5,该方法具体可以包括:The third embodiment mainly introduces specific applications in the search scenario in the commodity object information service system. Specifically, the third embodiment provides a method for processing product object search result information. Referring to FIG. 5, the method may specifically include:
S501:客户端向服务端提交搜索关键词信息;S501: The client submits search keyword information to the server;
S502:接收所述服务端返回的搜索结果页面的页面数据,所述搜索结果页面中包括多个商品对象信息;S502: Receive page data of a search result page returned by the server, where the search result page includes multiple product object information;
S503:按照所述页面数据对所述搜索结果页面进行展示,并对用户针对所述搜索结果页面产生的用户行为数据进行采集;S503: Display the search result page according to the page data, and collect user behavior data generated by the user for the search result page;
S504:根据所述采集到的用户行为数据对所述用户的兴趣点信息进行预测;S504: Predict the point of interest information of the user according to the collected user behavior data;
S505:在目标事件的触发下,根据预测结果确定对所述搜索结果页面的页面内容展示方案进行调整,并按照调整后的方案对所述搜索结果页面进行重新渲染并刷新展示。S505: Under the trigger of the target event, it is determined according to the prediction result to adjust the page content display scheme of the search result page, and the search result page is re-rendered and refreshed according to the adjusted scheme.
其中,具体可以对所述用户对所述目标列表页面中尚未进入到展示窗口可视范围的列表项的感兴趣程度信息进行预测;然后,可以将所述尚未展示的列表项中所述用户感兴趣程度符合条件的列表项优先展示到展示窗口的可视范围内。Specifically, the user’s interest level information for the list items on the target list page that have not yet entered the visible range of the display window can be predicted; then, the user experience of the list items that have not yet been displayed can be predicted List items whose interest level meets the conditions are first displayed in the visible range of the display window.
或者,也可以对所述用户感兴趣的页面外观属性信息进行预测;然后,按照所述用户感兴趣的页面外观属性,对所述搜索结果页面中目标可视化组件的外观属性调整。Alternatively, the appearance attribute information of the page that the user is interested in can also be predicted; then, according to the appearance attribute of the page that the user is interested in, the appearance attribute of the target visualization component in the search result page is adjusted.
或者,还可以对所述用户下一步将会执行购买行为的概率信息进行预测;此时,可以在所述搜索结果页面中增加提供用户权益信息,所述用户权益信息的内容携带在所述服务端返回的页面数据中。Alternatively, it is also possible to predict the probability information that the user will perform the purchase behavior in the next step; in this case, the user rights information can be added to the search result page, and the content of the user rights information is carried in the service In the page data returned by the end.
其中,关于前述实施例二以及实施例三中的未详述部分,可以参见前述实施例一中 的记载,这里不再赘述。For the unspecified parts in the second embodiment and the third embodiment, please refer to the record in the first embodiment, which will not be repeated here.
与实施例一相对应,本申请实施例还提供了一种页面信息处理装置,参见图6,该装置具体可以包括:Corresponding to Embodiment 1, this embodiment of the present application also provides a page information processing device. Referring to FIG. 6, the device may specifically include:
数据采集单元601,用于在对目标页面进行展示的过程中,对与用户相关的数据进行采集;The data collection unit 601 is used to collect user-related data in the process of displaying the target page;
数据提供单元602,用于将所述目标页面的信息以及所采集到的数据提供给设置于客户端所在的终端设备的预测算法模型,以用于预测所述用户对所述目标页面的兴趣点信息;The data providing unit 602 is configured to provide the information of the target page and the collected data to a prediction algorithm model set on the terminal device where the client is located, so as to predict the user's interest in the target page information;
预测结果获得单元603,用于获得所述预测算法模型返回的预测结果;The prediction result obtaining unit 603 is configured to obtain the prediction result returned by the prediction algorithm model;
展示方案调整单元604,用于在目标事件的触发下,根据预测结果确定对所述目标页面展示内容的调整方案,并按照所述调整方案对所述目标页面进行重新渲染并刷新展示。The display scheme adjustment unit 604 is configured to determine an adjustment scheme for the display content of the target page according to the prediction result when triggered by a target event, and re-render and refresh the display of the target page according to the adjustment scheme.
其中,数据采集单元具体可以用于:Among them, the data collection unit can be specifically used for:
采集用户对所述目标页面中执行的行为数据。Collect user behavior data performed on the target page.
其中,所述目标页面包括与商品对象信息相关的页面;Wherein, the target page includes a page related to product object information;
所述行为数据包括:对所述目标页面中展示出的商品对象执行的查看详情信息、购买、加入待购买商品对象信息集合、收藏或关注行为。The behavior data includes: viewing detailed information, purchasing, adding to a collection of product object information to be purchased, collecting, or following behaviors performed on the product objects displayed on the target page.
或者,所述数据采集单元具体也可以用于:Alternatively, the data collection unit may also be specifically used for:
采集所述用户所处的周围环境信息数据。Collect the surrounding environment information data where the user is located.
其中,所述周围环境信息数据包括:所述用户是否位于行驶状态的交通工具上,或者,是否进入实体店铺。Wherein, the surrounding environment information data includes: whether the user is on a vehicle in a driving state, or whether he enters a physical store.
或者,所述周围环境信息数据包括:所述用户所在地理位置处的天气变化情况。Alternatively, the surrounding environment information data includes: weather changes at the geographic location of the user.
其中,所述目标页面包括目标列表页面;Wherein, the target page includes a target list page;
所述预测结果包括:所述用户对所述目标列表页面中尚未进入到展示窗口可视范围的列表项的感兴趣程度信息;The prediction result includes: information about the user's interest in the list items on the target list page that have not yet entered the visible range of the display window;
所述展示方案调整单元具体可以用于:The display scheme adjustment unit may be specifically used for:
根据所述感兴趣程度信息,对所述目标列表页面中的列表项进行重新排序。According to the interest level information, the list items in the target list page are reordered.
具体的,所述展示方案调整单元具体可以用于:Specifically, the display scheme adjustment unit may be specifically used for:
将所述尚未展示的列表项中所述用户感兴趣程度符合条件的列表项优先展示到展示 窗口的可视范围内。Among the list items that have not yet been displayed, the list items that meet the conditions of the user's interest level are preferentially displayed within the visible range of the display window.
另外,所述预测结果包括:所述用户感兴趣的页面外观属性信息;In addition, the prediction result includes: appearance attribute information of the page that the user is interested in;
所述展示方案调整单元具体可以用于:The display scheme adjustment unit may be specifically used for:
按照所述用户感兴趣的页面外观属性,对所述目标页面中目标可视化组件的外观属性调整。Adjust the appearance attributes of the target visualization component in the target page according to the appearance attributes of the page that the user is interested in.
具体的,可以对所述目标可视化组件的外框形状和/或颜色属性调整。Specifically, the shape and/or color attributes of the outer frame of the target visualization component can be adjusted.
另外,所述预测结果包括:所述用户下一步将会执行目标行为的概率信息;In addition, the prediction result includes: probability information that the user will perform the target behavior in the next step;
所述展示方案调整单元具体可以用于:The display scheme adjustment unit may be specifically used for:
在所述目标页面中增加用于对所述目标行为进行引导的引导信息。Adding guide information for guiding the target behavior to the target page.
其中,所述目标页面包括与商品对象信息相关的页面,所述目标行为包括购买行为;此时,所述引导信息可以包括为用户提供的用户权益信息。Wherein, the target page includes a page related to commodity object information, and the target behavior includes a purchase behavior; in this case, the guide information may include user rights information provided for the user.
具体的,展示方案调整单元可以用于:在商品对象所在的资源位中增加关于用户权益的标签信息。Specifically, the display scheme adjustment unit may be used to add label information about user rights and interests in the resource slot where the commodity object is located.
或者,所述展示方案调整单元也可以用于:通过弹出窗口或者创建浮层的形式提供用户权益信息以及用于领取用户权益的操作选项。Alternatively, the display scheme adjustment unit may also be used to provide user rights information and operation options for receiving user rights through a pop-up window or creating a floating layer.
具体的,所述目标事件包括:从所述目标页面跳转到其他页面,又从其他页面退回到所述目标页面的事件。Specifically, the target event includes: an event of jumping from the target page to another page, and then returning from the other page to the target page.
或者,所述目标事件包括:在展示所述目标页面的状态下,所述客户端被切换到后台运行,又从后台切换回前台运行的事件。Alternatively, the target event includes: in a state where the target page is displayed, the client is switched to run in the background and then back to the foreground from the background.
或者,所述目标事件包括:在展示所述目标页面的状态下,所述客户端所在终端设备被执行锁屏动作,又被解锁的事件。Alternatively, the target event includes: an event in which the terminal device where the client is located performs a screen lock action and is unlocked when the target page is displayed.
与实施例二相对应,本申请实施例还提供了一种页面信息处理装置,参见图7,该装置具体可以包括:Corresponding to the second embodiment, the embodiment of the present application also provides a page information processing device. Referring to FIG. 7, the device may specifically include:
数据采集单元701,用于在对目标页面进行展示的过程中,对与用户相关的数据进行采集;The data collection unit 701 is used to collect data related to the user in the process of displaying the target page;
预测单元702,用于根据所采集到的数据,预测所述用户对所述目标页面的兴趣点信息;The prediction unit 702 is configured to predict the point of interest information of the user for the target page according to the collected data;
方案调整单元703,用于在目标事件的触发下,根据预测结果确定对所述目标页面展示内容的调整方案,并按照所述调整方案对所述目标页面进行重新渲染并刷新展示。The scheme adjustment unit 703 is configured to determine an adjustment scheme for the display content of the target page according to the prediction result when triggered by a target event, and re-render and refresh the display of the target page according to the adjustment scheme.
与实施例三相对应,本申请实施例还提供了一种一种商品对象搜索结果信息处理装置,参见图8,该装置具体可以包括:Corresponding to the third embodiment, the embodiment of the present application also provides a product object search result information processing device. Referring to FIG. 8, the device may specifically include:
关键词提交单元801,用于向服务端提交搜索关键词信息;The keyword submission unit 801 is used to submit search keyword information to the server;
页面数据接收单元802,用于接收所述服务端返回的搜索结果页面的页面数据,所述搜索结果页面中包括多个商品对象信息;The page data receiving unit 802 is configured to receive page data of a search result page returned by the server, where the search result page includes multiple product object information;
数据采集单元803,用于按照所述页面数据对所述搜索结果页面进行展示,并对用户针对所述搜索结果页面产生的用户行为数据进行采集;The data collection unit 803 is configured to display the search result page according to the page data, and collect user behavior data generated by the user for the search result page;
预测单元804,用于根据所述采集到的用户行为数据对所述用户的兴趣点信息进行预测;The prediction unit 804 is configured to predict the point of interest information of the user according to the collected user behavior data;
方案调整单元805,用于在目标事件的触发下,根据预测结果确定对所述搜索结果页面的页面内容展示方案进行调整,并按照调整后的方案对所述搜索结果页面进行重新渲染并刷新展示。The scheme adjustment unit 805 is configured to determine, according to the prediction result, to adjust the page content display scheme of the search result page when triggered by a target event, and re-render and refresh the display of the search result page according to the adjusted scheme .
其中,所述预测单元具体可以用于:Wherein, the prediction unit may be specifically used for:
对所述用户对所述目标列表页面中尚未进入到展示窗口可视范围的列表项的感兴趣程度信息进行预测;Predict the user's interest level information for the list items on the target list page that have not yet entered the visible range of the display window;
此时,所述调整后的方案包括:At this time, the adjusted plan includes:
将所述尚未展示的列表项中所述用户感兴趣程度符合条件的列表项优先展示到展示窗口的可视范围内。Among the list items that have not yet been displayed, the list items whose degree of user interest meets the conditions are preferentially displayed within the visible range of the display window.
或者,所述预测单元具体可以用于:Or, the prediction unit may be specifically used for:
对所述用户感兴趣的页面外观属性信息进行预测;Predicting the appearance attribute information of the page that the user is interested in;
此时,所述调整后的方案包括:At this time, the adjusted plan includes:
按照所述用户感兴趣的页面外观属性,对所述搜索结果页面中目标可视化组件的外观属性调整。Adjust the appearance attributes of the target visualization component in the search result page according to the appearance attributes of the page that the user is interested in.
或者,预测单元具体还可以用于:Or, the prediction unit can also be specifically used for:
对所述用户下一步将会执行购买行为的概率信息进行预测;Predict the probability information that the user will perform the purchase behavior in the next step;
此时,所述调整后的方案包括:At this time, the adjusted plan includes:
在所述搜索结果页面中增加提供用户权益信息,所述用户权益信息的内容携带在所述服务端返回的页面数据中。The user rights information is added to the search result page, and the content of the user rights information is carried in the page data returned by the server.
另外,本申请实施例还提供了一种电子设备,包括:In addition, an embodiment of the present application also provides an electronic device, including:
一个或多个处理器;以及One or more processors; and
与所述一个或多个处理器关联的存储器,所述存储器用于存储程序指令,所述程序指令在被所述一个或多个处理器读取执行时,执行如下操作:A memory associated with the one or more processors, where the memory is used to store program instructions, and when the program instructions are read and executed by the one or more processors, perform the following operations:
在对目标页面进行展示的过程中,对与用户相关的数据进行采集;In the process of displaying the target page, collect user-related data;
将所述目标页面的信息以及所采集到的数据提供给设置于客户端所在的终端设备的预测算法模型,以用于预测所述用户对所述目标页面的兴趣点信息;Providing the information of the target page and the collected data to a prediction algorithm model set on the terminal device where the client is located, so as to predict the user's point of interest information on the target page;
获得所述预测算法模型返回的预测结果;Obtaining the prediction result returned by the prediction algorithm model;
在目标事件的触发下,根据预测结果确定对所述目标页面展示内容的调整方案,并按照所述调整方案对所述目标页面进行重新渲染并刷新展示。Under the trigger of the target event, an adjustment scheme for the display content of the target page is determined according to the prediction result, and the target page is re-rendered and refreshed according to the adjustment scheme.
或者,or,
在对目标页面进行展示的过程中,对与用户相关的数据进行采集;In the process of displaying the target page, collect user-related data;
根据所采集到的数据,预测所述用户对所述目标页面的兴趣点信息;According to the collected data, predict the user's point of interest information on the target page;
在目标事件的触发下,根据预测结果确定对所述目标页面展示内容的调整方案,并按照所述调整方案对所述目标页面进行重新渲染并刷新展示。Under the trigger of the target event, an adjustment scheme for the display content of the target page is determined according to the prediction result, and the target page is re-rendered and refreshed according to the adjustment scheme.
或者,or,
向服务端提交搜索关键词信息;Submit search keyword information to the server;
接收所述服务端返回的搜索结果页面的页面数据,所述搜索结果页面中包括多个商品对象信息;Receiving page data of a search result page returned by the server, where the search result page includes multiple product object information;
按照所述页面数据对所述搜索结果页面进行展示,并对用户针对所述搜索结果页面产生的用户行为数据进行采集;Displaying the search result page according to the page data, and collecting user behavior data generated by the user for the search result page;
根据所述采集到的用户行为数据对所述用户的兴趣点信息进行预测;Predict the point of interest information of the user according to the collected user behavior data;
在目标事件的触发下,根据预测结果确定对所述搜索结果页面的页面内容展示方案进行调整,并按照调整后的方案对所述搜索结果页面进行重新渲染并刷新展示。Under the trigger of the target event, it is determined according to the prediction result to adjust the page content display scheme of the search result page, and the search result page is re-rendered and refreshed according to the adjusted scheme.
其中,图9示例性的展示出了电子设备的架构,例如,设备900可以是移动电话,计算机,数字广播终端,消息收发设备,游戏控制台,平板设备,医疗设备,健身设备,个人数字助理,飞行器等。Among them, FIG. 9 exemplarily shows the architecture of an electronic device. For example, the device 900 can be a mobile phone, a computer, a digital broadcasting terminal, a messaging device, a game console, a tablet device, a medical device, a fitness device, or a personal digital assistant. , Aircraft, etc.
参照图9,设备900可以包括以下一个或多个组件:处理组件902,存储器904,电源组件906,多媒体组件908,音频组件910,输入/输出(I/O)接口912,传感器组件914,以及通信组件916。9, the device 900 may include one or more of the following components: a processing component 902, a memory 904, a power supply component 906, a multimedia component 908, an audio component 910, an input/output (I/O) interface 912, a sensor component 914, and Communication component 916.
处理组件902通常控制设备900的整体操作,诸如与显示,电话呼叫,数据通信,相机操作和记录操作相关联的操作。处理元件902可以包括一个或多个处理器920来执行指令,以完成本公开技术方案提供的方法的全部或部分步骤。此外,处理组件902可以包括一个或多个模块,便于处理组件902和其他组件之间的交互。例如,处理部件902可以包括多媒体模块,以方便多媒体组件908和处理组件902之间的交互。The processing component 902 generally controls the overall operations of the device 900, such as operations associated with display, telephone calls, data communications, camera operations, and recording operations. The processing element 902 may include one or more processors 920 to execute instructions to complete all or part of the steps of the method provided by the technical solution of the present disclosure. In addition, the processing component 902 may include one or more modules to facilitate the interaction between the processing component 902 and other components. For example, the processing component 902 may include a multimedia module to facilitate the interaction between the multimedia component 908 and the processing component 902.
存储器904被配置为存储各种类型的数据以支持在设备900的操作。这些数据的示例包括用于在设备900上操作的任何应用程序或方法的指令,联系人数据,电话簿数据,消息,图片,视频等。存储器904可以由任何类型的易失性或非易失性存储设备或者它们的组合实现,如静态随机存取存储器(SRAM),电可擦除可编程只读存储器(EEPROM),可擦除可编程只读存储器(EPROM),可编程只读存储器(PROM),只读存储器(ROM),磁存储器,快闪存储器,磁盘或光盘。The memory 904 is configured to store various types of data to support the operation of the device 900. Examples of such data include instructions for any application or method operating on the device 900, contact data, phone book data, messages, pictures, videos, etc. The memory 904 can be implemented by any type of volatile or nonvolatile storage device or a combination thereof, such as static random access memory (SRAM), electrically erasable programmable read-only memory (EEPROM), erasable and Programmable Read Only Memory (EPROM), Programmable Read Only Memory (PROM), Read Only Memory (ROM), Magnetic Memory, Flash Memory, Magnetic Disk or Optical Disk.
电源组件906为设备900的各种组件提供电力。电源组件906可以包括电源管理系统,一个或多个电源,及其他与为设备900生成、管理和分配电力相关联的组件。The power supply component 906 provides power to various components of the device 900. The power supply component 906 may include a power management system, one or more power supplies, and other components associated with generating, managing, and distributing power for the device 900.
多媒体组件908包括在设备900和用户之间的提供一个输出接口的屏幕。在一些实施例中,屏幕可以包括液晶显示器(LCD)和触摸面板(TP)。如果屏幕包括触摸面板,屏幕可以被实现为触摸屏,以接收来自用户的输入信号。触摸面板包括一个或多个触摸传感器以感测触摸、滑动和触摸面板上的手势。触摸传感器可以不仅感测触摸或滑动动作的边界,而且还检测与触摸或滑动操作相关的持续时间和压力。在一些实施例中,多媒体组件908包括一个前置摄像头和/或后置摄像头。当设备900处于操作模式,如拍摄模式或视频模式时,前置摄像头和/或后置摄像头可以接收外部的多媒体数据。每个前置摄像头和后置摄像头可以是一个固定的光学透镜系统或具有焦距和光学变焦能力。The multimedia component 908 includes a screen that provides an output interface between the device 900 and the user. In some embodiments, the screen may include a liquid crystal display (LCD) and a touch panel (TP). If the screen includes a touch panel, the screen may be implemented as a touch screen to receive input signals from the user. The touch panel includes one or more touch sensors to sense touch, sliding, and gestures on the touch panel. The touch sensor can not only sense the boundary of the touch or slide action, but also detect the duration and pressure associated with the touch or slide operation. In some embodiments, the multimedia component 908 includes a front camera and/or a rear camera. When the device 900 is in an operation mode, such as a shooting mode or a video mode, the front camera and/or the rear camera can receive external multimedia data. Each front camera and rear camera can be a fixed optical lens system or have focal length and optical zoom capabilities.
音频组件910被配置为输出和/或输入音频信号。例如,音频组件910包括一个麦克风(MIC),当设备900处于操作模式,如呼叫模式、记录模式和语音识别模式时,麦克风被配置为接收外部音频信号。所接收的音频信号可以被进一步存储在存储器904或经由通信组件916发送。在一些实施例中,音频组件910还包括一个扬声器,用于输出音频信号。The audio component 910 is configured to output and/or input audio signals. For example, the audio component 910 includes a microphone (MIC). When the device 900 is in an operating mode, such as a call mode, a recording mode, and a voice recognition mode, the microphone is configured to receive external audio signals. The received audio signal may be further stored in the memory 904 or transmitted via the communication component 916. In some embodiments, the audio component 910 further includes a speaker for outputting audio signals.
I/O接口912为处理组件902和外围接口模块之间提供接口,上述外围接口模块可以是键盘,点击轮,按钮等。这些按钮可包括但不限于:主页按钮、音量按钮、启动按钮和锁定按钮。The I/O interface 912 provides an interface between the processing component 902 and a peripheral interface module. The above-mentioned peripheral interface module may be a keyboard, a click wheel, a button, and the like. These buttons may include but are not limited to: home button, volume button, start button, and lock button.
传感器组件914包括一个或多个传感器,用于为设备900提供各个方面的状态评估。例如,传感器组件914可以检测到设备900的打开/关闭状态,组件的相对定位,例如所述组件为设备900的显示器和小键盘,传感器组件914还可以检测设备900或设备900一个组件的位置改变,用户与设备900接触的存在或不存在,设备900方位或加速/减速和设备900的温度变化。传感器组件914可以包括接近传感器,被配置用来在没有任何的物理接触时检测附近物体的存在。传感器组件914还可以包括光传感器,如CMOS或CCD图像传感器,用于在成像应用中使用。在一些实施例中,该传感器组件914还可以包括加速度传感器,陀螺仪传感器,磁传感器,压力传感器或温度传感器。The sensor component 914 includes one or more sensors for providing the device 900 with various aspects of state evaluation. For example, the sensor component 914 can detect the on/off status of the device 900 and the relative positioning of components. For example, the component is the display and the keypad of the device 900. The sensor component 914 can also detect the position change of the device 900 or a component of the device 900. , The presence or absence of contact between the user and the device 900, the orientation or acceleration/deceleration of the device 900, and the temperature change of the device 900. The sensor component 914 may include a proximity sensor configured to detect the presence of nearby objects when there is no physical contact. The sensor component 914 may also include a light sensor, such as a CMOS or CCD image sensor, for use in imaging applications. In some embodiments, the sensor component 914 may also include an acceleration sensor, a gyroscope sensor, a magnetic sensor, a pressure sensor or a temperature sensor.
通信组件916被配置为便于设备900和其他设备之间有线或无线方式的通信。设备900可以接入基于通信标准的无线网络,如WiFi,2G或3G,或它们的组合。在一个示例性实施例中,通信部件916经由广播信道接收来自外部广播管理系统的广播信号或广播相关信息。在一个示例性实施例中,所述通信部件916还包括近场通信(NFC)模块,以促进短程通信。例如,在NFC模块可基于射频识别(RFID)技术,红外数据协会(IrDA)技术,超宽带(UWB)技术,蓝牙(BT)技术和其他技术来实现。The communication component 916 is configured to facilitate wired or wireless communication between the device 900 and other devices. The device 900 can access a wireless network based on a communication standard, such as WiFi, 2G, or 3G, or a combination thereof. In an exemplary embodiment, the communication component 916 receives a broadcast signal or broadcast related information from an external broadcast management system via a broadcast channel. In an exemplary embodiment, the communication component 916 further includes a near field communication (NFC) module to facilitate short-range communication. For example, the NFC module can be implemented based on radio frequency identification (RFID) technology, infrared data association (IrDA) technology, ultra-wideband (UWB) technology, Bluetooth (BT) technology and other technologies.
在示例性实施例中,设备900可以被一个或多个应用专用集成电路(ASIC)、数字信号处理器(DSP)、数字信号处理设备(DSPD)、可编程逻辑器件(PLD)、现场可编程门阵列(FPGA)、控制器、微控制器、微处理器或其他电子元件实现,用于执行上述方法。In an exemplary embodiment, the device 900 can be implemented by one or more application specific integrated circuits (ASIC), digital signal processors (DSP), digital signal processing devices (DSPD), programmable logic devices (PLD), field programmable A gate array (FPGA), controller, microcontroller, microprocessor, or other electronic components are implemented to implement the above methods.
在示例性实施例中,还提供了一种包括指令的非临时性计算机可读存储介质,例如包括指令的存储器904,上述指令可由设备900的处理器920执行以完成本公开技术方案提供的方法。例如,所述非临时性计算机可读存储介质可以是ROM、随机存取存储器(RAM)、CD-ROM、磁带、软盘和光数据存储设备等。In an exemplary embodiment, there is also provided a non-transitory computer-readable storage medium including instructions, such as a memory 904 including instructions, which can be executed by the processor 920 of the device 900 to complete the method provided by the technical solutions of the present disclosure . For example, the non-transitory computer-readable storage medium may be ROM, random access memory (RAM), CD-ROM, magnetic tape, floppy disk, optical data storage device, etc.
通过以上的实施方式的描述可知,本领域的技术人员可以清楚地了解到本申请可借助软件加必需的通用硬件平台的方式来实现。基于这样的理解,本申请的技术方案本质上或者说对现有技术做出贡献的部分可以以软件产品的形式体现出来,该计算机软件产品可以存储在存储介质中,如ROM/RAM、磁碟、光盘等,包括若干指令用以使得一台计算机设备(可以是个人计算机,服务器,或者网络设备等)执行本申请各个实施例或者实施例的某些部分所述的方法。From the description of the foregoing implementation manners, it can be understood that those skilled in the art can clearly understand that this application can be implemented by means of software plus a necessary general hardware platform. Based on this understanding, the technical solution of this application essentially or the part that contributes to the existing technology can be embodied in the form of a software product, and the computer software product can be stored in a storage medium, such as ROM/RAM, magnetic disk , CD-ROM, etc., including several instructions to enable a computer device (which may be a personal computer, a server, or a network device, etc.) to execute the method described in each embodiment or some parts of the embodiment of this application.
本说明书中的各个实施例均采用递进的方式描述,各个实施例之间相同相似的部分 互相参见即可,每个实施例重点说明的都是与其他实施例的不同之处。尤其,对于系统或系统实施例而言,由于其基本相似于方法实施例,所以描述得比较简单,相关之处参见方法实施例的部分说明即可。以上所描述的系统及系统实施例仅仅是示意性的,其中所述作为分离部件说明的单元可以是或者也可以不是物理上分开的,作为单元显示的部件可以是或者也可以不是物理单元,即可以位于一个地方,或者也可以分布到多个网络单元上。可以根据实际的需要选择其中的部分或者全部模块来实现本实施例方案的目的。本领域普通技术人员在不付出创造性劳动的情况下,即可以理解并实施。The various embodiments in this specification are described in a progressive manner, and the same or similar parts between the various embodiments can be referred to each other, and each embodiment focuses on the differences from other embodiments. In particular, for the system or the system embodiment, since it is basically similar to the method embodiment, the description is relatively simple, and for related parts, please refer to the part of the description of the method embodiment. The system and system embodiments described above are merely illustrative, where the units described as separate components may or may not be physically separated, and the components displayed as units may or may not be physical units, namely It can be located in one place, or it can be distributed to multiple network units. Some or all of the modules may be selected according to actual needs to achieve the objectives of the solutions of the embodiments. Those of ordinary skill in the art can understand and implement it without creative work.
以上对本申请所提供的页面信息处理方法、装置及电子设备,进行了详细介绍,本文中应用了具体个例对本申请的原理及实施方式进行了阐述,以上实施例的说明只是用于帮助理解本申请的方法及其核心思想;同时,对于本领域的一般技术人员,依据本申请的思想,在具体实施方式及应用范围上均会有改变之处。综上所述,本说明书内容不应理解为对本申请的限制。The page information processing method, device, and electronic equipment provided in this application are described in detail above. Specific examples are used in this article to explain the principles and implementation of this application. The description of the above embodiments is only used to help understand this The application method and its core idea; meanwhile, for the ordinary skilled in the art, according to the idea of this application, there will be changes in the specific implementation and the scope of application. In summary, the content of this specification should not be construed as a limitation on this application.

Claims (30)

  1. 一种页面信息处理方法,其特征在于,包括:A method for processing page information, characterized in that it comprises:
    在对目标页面进行展示的过程中,对与用户相关的数据进行采集;In the process of displaying the target page, collect user-related data;
    将所述目标页面的信息以及所采集到的数据提供给设置于客户端所在的终端设备的预测算法模型,以用于预测所述用户对所述目标页面的兴趣点信息;Providing the information of the target page and the collected data to a prediction algorithm model set on the terminal device where the client is located, so as to predict the user's point of interest information on the target page;
    获得所述预测算法模型返回的预测结果;Obtaining the prediction result returned by the prediction algorithm model;
    在目标事件的触发下,根据预测结果确定对所述目标页面展示内容的调整方案,并按照所述调整方案对所述目标页面进行重新渲染并刷新展示。Under the trigger of the target event, an adjustment scheme for the display content of the target page is determined according to the prediction result, and the target page is re-rendered and refreshed according to the adjustment scheme.
  2. 根据权利要求1所述的方法,其特征在于,The method according to claim 1, wherein:
    所述对与用户相关的数据进行采集,包括:The collection of user-related data includes:
    采集用户对所述目标页面中执行的行为数据。Collect user behavior data performed on the target page.
  3. 根据权利要求2所述的方法,其特征在于,The method according to claim 2, wherein:
    所述目标页面包括与商品对象信息相关的页面;The target page includes a page related to product object information;
    所述行为数据包括:对所述目标页面中展示出的商品对象执行的查看详情信息、购买、加入待购买商品对象信息集合、收藏或关注行为。The behavior data includes: viewing detailed information, purchasing, adding to a collection of product object information to be purchased, collecting, or following behaviors performed on the product objects displayed on the target page.
  4. 根据权利要求1所述的方法,其特征在于,The method according to claim 1, wherein:
    所述对与用户相关的数据进行采集,包括:The collection of user-related data includes:
    采集所述用户所处的周围环境信息数据。Collect the surrounding environment information data where the user is located.
  5. 根据权利要求4所述的方法,其特征在于,The method according to claim 4, wherein:
    所述周围环境信息数据包括:所述用户是否位于行驶状态的交通工具上,或者,是否进入实体店铺。The surrounding environment information data includes: whether the user is on a vehicle in a driving state, or whether he enters a physical store.
  6. 根据权利要求4所述的方法,其特征在于,The method according to claim 4, wherein:
    所述周围环境信息数据包括:所述用户所在地理位置处的天气变化情况。The surrounding environment information data includes: weather changes at the geographic location of the user.
  7. 根据权利要求1所述的方法,其特征在于,The method according to claim 1, wherein:
    所述目标页面包括目标列表页面;The target page includes a target list page;
    所述预测结果包括:所述用户对所述目标列表页面中尚未进入到展示窗口可视范围的列表项的感兴趣程度信息;The prediction result includes: information about the user's interest in the list items on the target list page that have not yet entered the visible range of the display window;
    所述根据预测结果确定对所述目标页面展示内容的调整方案,包括:The determining the adjustment scheme for the display content of the target page according to the prediction result includes:
    根据所述感兴趣程度信息,对所述目标列表页面中的列表项进行重新排序。According to the interest level information, the list items in the target list page are reordered.
  8. 根据权利要求7所述的方法,其特征在于,包括:The method according to claim 7, characterized by comprising:
    所述对所述目标列表页面中的列表项进行重新排序,包括:The reordering the list items in the target list page includes:
    将所述尚未展示的列表项中所述用户感兴趣程度符合条件的列表项优先展示到展示窗口的可视范围内。Among the list items that have not yet been displayed, the list items whose degree of user interest meets the conditions are preferentially displayed within the visible range of the display window.
  9. 根据权利要求1所述的方法,其特征在于,The method according to claim 1, wherein:
    所述预测结果包括:所述用户感兴趣的页面外观属性信息;The prediction result includes: appearance attribute information of the page that the user is interested in;
    所述根据预测结果确定对所述目标页面展示内容的调整方案,包括:The determining the adjustment scheme for the display content of the target page according to the prediction result includes:
    按照所述用户感兴趣的页面外观属性,对所述目标页面中目标可视化组件的外观属性调整。Adjust the appearance attributes of the target visualization component in the target page according to the appearance attributes of the page that the user is interested in.
  10. 根据权利要求9所述的方法,其特征在于,The method according to claim 9, wherein:
    所述对所述目标页面中目标可视化组件的外观属性调整,包括:The adjusting the appearance attributes of the target visualization component in the target page includes:
    对所述目标可视化组件的外框形状和/或颜色属性调整。Adjust the shape and/or color attributes of the outer frame of the target visualization component.
  11. 根据权利要求1所述的方法,其特征在于,The method according to claim 1, wherein:
    所述预测结果包括:所述用户下一步将会执行目标行为的概率信息;The prediction result includes: probability information that the user will perform the target behavior in the next step;
    所述根据预测结果确定对所述目标页面展示内容的调整方案,包括:The determining the adjustment scheme for the display content of the target page according to the prediction result includes:
    在所述目标页面中增加用于对所述目标行为进行引导的引导信息。Adding guide information for guiding the target behavior to the target page.
  12. 根据权利要求11所述的方法,其特征在于,The method according to claim 11, wherein:
    所述目标页面包括与商品对象信息相关的页面,所述目标行为包括购买行为;The target page includes a page related to commodity object information, and the target behavior includes a purchase behavior;
    所述引导信息包括为用户提供的用户权益信息。The guide information includes user rights information provided for the user.
  13. 根据权利要求12所述的方法,其特征在于,The method according to claim 12, wherein:
    所述在所述目标页面中增加用于对所述目标行为进行引导的引导信息,包括:The adding guide information for guiding the target behavior to the target page includes:
    在商品对象所在的资源位中增加关于用户权益的标签信息。Add label information about user rights in the resource slot where the product object is located.
  14. 根据权利要求12所述的方法,其特征在于,The method according to claim 12, wherein:
    所述在所述目标页面中增加用于对所述目标行为进行引导的引导信息,包括:The adding guide information for guiding the target behavior to the target page includes:
    通过弹出窗口或者创建浮层的形式提供用户权益信息以及用于领取用户权益的操作选项。Provide user rights information and operation options for receiving user rights through pop-up windows or creating floating layers.
  15. 根据权利要求1所述的方法,其特征在于,The method according to claim 1, wherein:
    所述目标事件包括:从所述目标页面跳转到其他页面,又从其他页面退回到所述目标页面的事件。The target event includes: jumping from the target page to another page, and then returning from the other page to the target page.
  16. 根据权利要求1所述的方法,其特征在于,The method according to claim 1, wherein:
    所述目标事件包括:在展示所述目标页面的状态下,所述客户端被切换到后台运行,又从后台切换回前台运行的事件。The target event includes: when the target page is displayed, the client is switched to running in the background, and then switched back to running in the foreground from the background.
  17. 根据权利要求1所述的方法,其特征在于,The method according to claim 1, wherein:
    所述目标事件包括:在展示所述目标页面的状态下,所述客户端所在终端设备被执行锁屏动作,又被解锁的事件。The target event includes: when the target page is displayed, the terminal device where the client is located is executed and then unlocked.
  18. 一种页面信息处理方法,其特征在于,包括:A method for processing page information, characterized in that it comprises:
    客户端在对目标页面进行展示的过程中,对与用户相关的数据进行采集;The client collects user-related data in the process of displaying the target page;
    根据所采集到的数据,预测所述用户对所述目标页面的兴趣点信息;According to the collected data, predict the user's point of interest information on the target page;
    在目标事件的触发下,根据预测结果确定对所述目标页面展示内容的调整方案,并按照所述调整方案对所述目标页面进行重新渲染并刷新展示。Under the trigger of the target event, an adjustment scheme for the display content of the target page is determined according to the prediction result, and the target page is re-rendered and refreshed according to the adjustment scheme.
  19. 一种商品对象搜索结果信息处理方法,其特征在于,包括:A method for processing product object search result information, which is characterized in that it comprises:
    客户端向服务端提交搜索关键词信息;The client submits search keyword information to the server;
    接收所述服务端返回的搜索结果页面的页面数据,所述搜索结果页面中包括多个商品对象信息;Receiving page data of a search result page returned by the server, where the search result page includes multiple product object information;
    按照所述页面数据对所述搜索结果页面进行展示,并对用户针对所述搜索结果页面 产生的用户行为数据进行采集;Displaying the search result page according to the page data, and collecting user behavior data generated by the user for the search result page;
    根据所述采集到的用户行为数据对所述用户的兴趣点信息进行预测;Predict the point of interest information of the user according to the collected user behavior data;
    在目标事件的触发下,根据预测结果确定对所述搜索结果页面的页面内容展示方案进行调整,并按照调整后的方案对所述搜索结果页面进行重新渲染并刷新展示。Under the trigger of the target event, it is determined according to the prediction result to adjust the page content display scheme of the search result page, and the search result page is re-rendered and refreshed according to the adjusted scheme.
  20. 根据权利要求19所述的方法,其特征在于,The method of claim 19, wherein:
    所述根据所述采集到的用户行为数据对所述用户的兴趣点信息进行预测,包括:The predicting the user's point of interest information according to the collected user behavior data includes:
    对所述用户对所述目标列表页面中尚未进入到展示窗口可视范围的列表项的感兴趣程度信息进行预测;Predict the user's interest level information for the list items on the target list page that have not yet entered the visible range of the display window;
    所述调整后的方案包括:The adjusted plan includes:
    将所述尚未展示的列表项中所述用户感兴趣程度符合条件的列表项优先展示到展示窗口的可视范围内。Among the list items that have not yet been displayed, the list items whose degree of user interest meets the conditions are preferentially displayed within the visible range of the display window.
  21. 根据权利要求19所述的方法,其特征在于,The method of claim 19, wherein:
    所述根据所述采集到的用户行为数据对所述用户的兴趣点信息进行预测,包括:The predicting the user's point of interest information according to the collected user behavior data includes:
    对所述用户感兴趣的页面外观属性信息进行预测;Predicting the appearance attribute information of the page that the user is interested in;
    所述调整后的方案包括:The adjusted plan includes:
    按照所述用户感兴趣的页面外观属性,对所述搜索结果页面中目标可视化组件的外观属性调整。Adjust the appearance attributes of the target visualization component in the search result page according to the appearance attributes of the page that the user is interested in.
  22. 根据权利要求19所述的方法,其特征在于,The method of claim 19, wherein:
    所述根据所述采集到的用户行为数据对所述用户的兴趣点信息进行预测,包括:The predicting the user's point of interest information according to the collected user behavior data includes:
    对所述用户下一步将会执行购买行为的概率信息进行预测;Predict the probability information that the user will perform the purchase behavior in the next step;
    所述调整后的方案包括:The adjusted plan includes:
    在所述搜索结果页面中增加提供用户权益信息,所述用户权益信息的内容携带在所述服务端返回的页面数据中。The user rights information is added to the search result page, and the content of the user rights information is carried in the page data returned by the server.
  23. 一种页面信息处理装置,其特征在于,包括:A page information processing device, characterized by comprising:
    数据采集单元,用于在对目标页面进行展示的过程中,对与用户相关的数据进行采集;The data collection unit is used to collect user-related data in the process of displaying the target page;
    数据提供单元,用于将所述目标页面的信息以及所采集到的数据提供给设置于客户端所在的终端设备的预测算法模型,以用于预测所述用户对所述目标页面的兴趣点信息;The data providing unit is used to provide the information of the target page and the collected data to the prediction algorithm model of the terminal device where the client is located, so as to predict the user's interest point information on the target page ;
    预测结果获得单元,用于获得所述预测算法模型返回的预测结果;A prediction result obtaining unit, configured to obtain the prediction result returned by the prediction algorithm model;
    展示方案调整单元,用于在目标事件的触发下,根据预测结果确定对所述目标页面展示内容的调整方案,并按照所述调整方案对所述目标页面进行重新渲染并刷新展示。The display scheme adjustment unit is configured to determine an adjustment scheme for the display content of the target page according to the prediction result when triggered by a target event, and re-render and refresh the display of the target page according to the adjustment scheme.
  24. 一种页面信息处理装置,其特征在于,包括:A page information processing device, characterized by comprising:
    数据采集单元,用于在对目标页面进行展示的过程中,对与用户相关的数据进行采集;The data collection unit is used to collect user-related data in the process of displaying the target page;
    预测单元,用于根据所采集到的数据,预测所述用户对所述目标页面的兴趣点信息;A prediction unit, configured to predict the user’s point of interest information on the target page according to the collected data;
    方案调整单元,用于在目标事件的触发下,根据预测结果确定对所述目标页面展示内容的调整方案,并按照所述调整方案对所述目标页面进行重新渲染并刷新展示。The scheme adjustment unit is configured to determine an adjustment scheme for the display content of the target page according to the prediction result when triggered by a target event, and re-render and refresh the display of the target page according to the adjustment scheme.
  25. 一种商品对象搜索结果信息处理装置,其特征在于,包括:A product object search result information processing device, characterized in that it comprises:
    关键词提交单元,用于向服务端提交搜索关键词信息;The keyword submission unit is used to submit search keyword information to the server;
    页面数据接收单元,用于接收所述服务端返回的搜索结果页面的页面数据,所述搜索结果页面中包括多个商品对象信息;The page data receiving unit is configured to receive page data of the search result page returned by the server, where the search result page includes multiple product object information;
    数据采集单元,用于按照所述页面数据对所述搜索结果页面进行展示,并对用户针对所述搜索结果页面产生的用户行为数据进行采集;A data collection unit, configured to display the search result page according to the page data, and collect user behavior data generated by the user for the search result page;
    预测单元,用于根据所述采集到的用户行为数据对所述用户的兴趣点信息进行预测;A prediction unit, configured to predict the point of interest information of the user according to the collected user behavior data;
    方案调整单元,用于在目标事件的触发下,根据预测结果确定对所述搜索结果页面的页面内容展示方案进行调整,并按照调整后的方案对所述搜索结果页面进行重新渲染并刷新展示。The scheme adjustment unit is configured to determine, according to the prediction result, to adjust the page content display scheme of the search result page under the trigger of the target event, and re-render and refresh the display of the search result page according to the adjusted scheme.
  26. 一种电子设备,其特征在于,包括:An electronic device, characterized in that it comprises:
    一个或多个处理器;以及One or more processors; and
    与所述一个或多个处理器关联的存储器,所述存储器用于存储程序指令,所述程序指令在被所述一个或多个处理器读取执行时,执行如下操作:A memory associated with the one or more processors, where the memory is used to store program instructions, and when the program instructions are read and executed by the one or more processors, perform the following operations:
    在对目标页面进行展示的过程中,对与用户相关的数据进行采集;In the process of displaying the target page, collect user-related data;
    将所述目标页面的信息以及所采集到的数据提供给设置于客户端所在的终端设备的预测算法模型,以用于预测所述用户对所述目标页面的兴趣点信息;Providing the information of the target page and the collected data to a prediction algorithm model set on the terminal device where the client is located, so as to predict the user's point of interest information on the target page;
    获得所述预测算法模型返回的预测结果;Obtaining the prediction result returned by the prediction algorithm model;
    在目标事件的触发下,根据预测结果确定对所述目标页面展示内容的调整方案,并按照所述调整方案对所述目标页面进行重新渲染并刷新展示。Under the trigger of the target event, an adjustment scheme for the display content of the target page is determined according to the prediction result, and the target page is re-rendered and refreshed according to the adjustment scheme.
  27. 根据权利要求26所述的电子设备,其特征在于,所述程序指令还用于执行如权利要求2至17任一项所述的方法。The electronic device according to claim 26, wherein the program instructions are further used to execute the method according to any one of claims 2-17.
  28. 一种电子设备,其特征在于,包括:An electronic device, characterized in that it comprises:
    一个或多个处理器;以及One or more processors; and
    与所述一个或多个处理器关联的存储器,所述存储器用于存储程序指令,所述程序指令在被所述一个或多个处理器读取执行时,执行如下操作:A memory associated with the one or more processors, where the memory is used to store program instructions, and when the program instructions are read and executed by the one or more processors, perform the following operations:
    在对目标页面进行展示的过程中,对与用户相关的数据进行采集;In the process of displaying the target page, collect user-related data;
    根据所采集到的数据,预测所述用户对所述目标页面的兴趣点信息;According to the collected data, predict the user's point of interest information on the target page;
    在目标事件的触发下,根据预测结果确定对所述目标页面展示内容的调整方案,并按照所述调整方案对所述目标页面进行重新渲染并刷新展示。Under the trigger of the target event, an adjustment scheme for the display content of the target page is determined according to the prediction result, and the target page is re-rendered and refreshed according to the adjustment scheme.
  29. 一种电子设备,其特征在于,包括:An electronic device, characterized in that it comprises:
    一个或多个处理器;以及One or more processors; and
    与所述一个或多个处理器关联的存储器,所述存储器用于存储程序指令,所述程序指令在被所述一个或多个处理器读取执行时,执行如下操作:A memory associated with the one or more processors, where the memory is used to store program instructions, and when the program instructions are read and executed by the one or more processors, perform the following operations:
    向服务端提交搜索关键词信息;Submit search keyword information to the server;
    接收所述服务端返回的搜索结果页面的页面数据,所述搜索结果页面中包括多个商品对象信息;Receiving page data of a search result page returned by the server, where the search result page includes multiple product object information;
    按照所述页面数据对所述搜索结果页面进行展示,并对用户针对所述搜索结果页面产生的用户行为数据进行采集;Displaying the search result page according to the page data, and collecting user behavior data generated by the user for the search result page;
    根据所述采集到的用户行为数据对所述用户的兴趣点信息进行预测;Predict the point of interest information of the user according to the collected user behavior data;
    在目标事件的触发下,根据预测结果确定对所述搜索结果页面的页面内容展示方案 进行调整,并按照调整后的方案对所述搜索结果页面进行重新渲染并刷新展示。Under the trigger of the target event, it is determined according to the prediction result to adjust the page content display scheme of the search result page, and the search result page is re-rendered and refreshed according to the adjusted scheme.
  30. 根据权利要求29所述的电子设备,其特征在于,所述程序指令还用于执行如权利要求20至22任一项所述的方法。The electronic device according to claim 29, wherein the program instructions are further used to execute the method according to any one of claims 20-22.
PCT/CN2020/081985 2019-04-04 2020-03-30 Page information processing method, device, and electronic apparatus WO2020200146A1 (en)

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