WO2021254101A1 - 信息推荐方法、装置及电子设备 - Google Patents
信息推荐方法、装置及电子设备 Download PDFInfo
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Definitions
- This application relates to information technology, and in particular to an information recommendation method, device, electronic equipment, and computer-readable storage medium.
- Application refers to software written in a programming language. Users can operate the application to realize the functions in the application, such as playing games through game applications, playing movies through audio-visual applications, and creating documents through office applications.
- the operation capability data of the account in the application is usually compared with the preset value, and the corresponding value is displayed according to the comparison result.
- the content of the guidelines there is no guarantee that the displayed guidance content is actually needed by the user, and the effectiveness and pertinence of the information recommendation is poor.
- the embodiment of the application provides an information recommendation method, including:
- the display interface of the application displays the difference in the operational capability data of the target account and other accounts in the application.
- the guide content is used to guide the improvement of the operational capability data of the target account.
- An embodiment of the present application provides an information recommendation device, including:
- the display module is configured to respond to the recommendation instruction for the target account in the application, display the difference in the operational capability data of the target account and other accounts in the application in the display interface of the application, and
- the guide content is used to guide the improvement of the operational capability data of the target account.
- An embodiment of the present application provides an electronic device, including:
- Memory used to store executable instructions
- the processor is configured to implement the information recommendation method provided in the embodiment of the present application when executing the executable instructions stored in the memory.
- the embodiment of the present application provides a computer-readable storage medium that stores executable instructions for causing a processor to execute, to implement the information recommendation method provided by the embodiment of the present application.
- Figure 1 is a schematic diagram of information recommendation provided by related technologies
- Figure 2 is a schematic diagram of a display interface of an application provided by related technologies
- FIG. 3 is a schematic diagram of an architecture of an information recommendation system provided by an embodiment of the present application.
- FIG. 4 is a schematic diagram of an architecture of an information recommendation system combined with a blockchain network provided by an embodiment of the present application
- FIG. 5 is a schematic diagram of an architecture of a terminal device provided by an embodiment of the present application.
- FIG. 6A is a schematic flowchart of an information recommendation method provided by an embodiment of the present application.
- FIG. 6B is a schematic flowchart of an information recommendation method provided by an embodiment of the present application.
- FIG. 7A is a schematic flowchart of an information recommendation method provided by an embodiment of the present application.
- FIG. 7B is a schematic flowchart of an information recommendation method provided by an embodiment of the present application.
- FIG. 8 is a schematic diagram of information recommendation provided by an embodiment of the present application.
- FIG. 9 is a schematic diagram of the ratio interval and the display effect provided by the embodiment of the present application.
- FIG. 10 is a schematic diagram of information recommendation provided by an embodiment of the present application.
- FIG. 11 is a schematic diagram of the data processing process in the information recommendation provided by the embodiment of the present application.
- Figure 12A is a schematic diagram of a configuration interface provided by an embodiment of the present application.
- FIG. 12B is a schematic diagram of a configuration interface provided by an embodiment of the present application.
- Fig. 12C is a schematic diagram of a configuration interface provided by an embodiment of the present application.
- Application Software compiled with programming language can be divided into multiple types according to the different functions implemented, such as game applications, audio-visual applications, office applications, etc.; according to different deployment environments, it can be divided into mobile terminals APP and computer terminal applications, etc.
- the embodiments of the present application do not limit the application for information recommendation.
- Target account it can be the account in the login state in the application, or any specified account.
- Operating capability data data that reflects the operating capability of the user to operate the application through the account.
- the operating capability data includes various index data related to specific operations in the application, such as in game applications
- the operating capability data of an account may include at least one of the power, combat effectiveness, and equipment attributes of the game character under the account; in office applications, the operating capability data of an account may include the user's use of an office application through the account. The number of shortcut keys entered during an office function.
- Account data reflecting the natural attributes of the account in the application, the account data may include at least one of account type and account level.
- account type can include the occupation of the game character under the account in the game application;
- the account level may include the level of the game character under the account, and may also include the VIP (Very Important Person) level obtained by the account's consumption in the game application.
- VIP Very Important Person
- Blockchain An encrypted, chained transaction storage structure formed by blocks.
- Blockchain Network A collection of nodes that incorporate new blocks into the blockchain through consensus.
- An application is a user-oriented software compiled with a programming language.
- the user can use the functions in the application by registering and logging in to the account in the application.
- the operation capability data of the account is usually compared with the preset value, and the corresponding all is displayed according to the comparison result.
- Figure 1 is a schematic diagram of information recommendation provided by related technologies.
- the operating capability data of the account is sent to the information recommendation System, the information recommendation system compares the operating capability data of the account with multiple preset values, and displays the corresponding guidance content according to the comparison results, as shown in Figure 1 for the guidance associated with equipment, pets and fashion content.
- Figure 2 is a display interface for displaying guidance content in related technologies.
- the operating capability data of the account is the combat power of the game character under the account.
- relevant personnel such as background planners of game applications
- the combat power of the acquired game character under the account is 476, which is greater than the preset value 445. Therefore, the title of the game character is displayed as "Skilled" and all the corresponding guidance contents are displayed.
- the guide content 21 includes a primary classification and a secondary classification.
- the primary classification includes “props”, “pets” and “roles”, and each primary classification includes multiple secondary classifications, as shown in Figure 2.
- the secondary categories “Character Achievement”, “Adventure Team Achievement”, and “Grant Card Level” under the primary category “Character” are shown.
- the solutions provided by related technologies mainly have the following problems: 1) The information recommendation is poorly targeted for different users, and the user front-end experience is too general, resulting in a poor user experience; 2) The related technology will determine The contents of the guidelines are all displayed in the display interface. If the dimensionality (type) of the operational capability data is too large, the amount of information displayed on the front-end will be too large, and the user will not be able to obtain effective information from it, that is, the effectiveness of the information recommendation is poor. At the same time, it is unable to support the operation capability data divided into more dimensions; 3) The reference value of the guidance content depends entirely on the understanding of manual maintenance and the maintenance timeliness. In the case of low understanding or untimely maintenance, the displayed guidance content is The reference value is low, and the help to the user-assisted operation application is small.
- the embodiments of the present application provide an information recommendation method, device, electronic equipment, and computer-readable storage medium, which can improve the effectiveness and pertinence of information recommendation, and effectively assist users in improving their ability to operate applications.
- the following describes exemplary applications of the electronic devices provided in the embodiments of the application.
- the electronic devices provided in the embodiments of the application can be implemented as notebook computers, tablet computers, desktop computers, set-top boxes, and mobile devices (such as mobile phones, portable music players, and personal computers).
- Various types of terminal devices such as digital assistants, dedicated messaging devices, and portable game devices, can also be implemented as servers.
- the electronic device can reach the user with gaps and guidance content, thereby improving the effect of auxiliary operation applications, that is, improving the auxiliary performance of the electronic device itself, which is suitable for applications that require auxiliary operation.
- Multiple scenes For example, when using office applications, users can quickly determine whether the guidance content is actually needed by the user through the gap and guidance content displayed by the electronic device. For example, the larger the gap, the more likely the guidance content is actually needed.
- the user can effectively improve the operating ability data of the target account, that is, improve the user's own operating ability on office applications; for example, when the user is playing games through the game application, the user can use the gap and the guidance content displayed by the electronic device to help Accurately select the content of the guidelines, thereby enhancing the operational capability data of the game character, such as combat power, and effectively reducing the combat power gap with the game characters under other accounts.
- FIG. 3 is a schematic diagram of the structure of the information recommendation system 100 provided by an embodiment of the present application.
- the terminal device 400 is connected to the server 200 through the network 300, and the server 200 is connected to the database 500.
- the network 300 can be a wide area network or a local area network, or a combination of the two; a database is stored together in a certain manner, can be shared with multiple users, has as little redundancy as possible, and is independent of application programs. Data collection, users can perform operations such as adding, querying, updating and deleting data in the database.
- the terminal device 400 may execute the information recommendation method provided in the embodiments of the present application.
- an application is installed in the terminal device 400.
- the terminal device 400 obtains the operating capability data of the target account in response to a recommendation instruction for the target account in the application, and determines the operating capability of the target account and other accounts. The data gap.
- the terminal device 400 determines the guidance content corresponding to the operating capability data of the target account among the multiple guidance content, and displays the gap and the determined guidance content on the display interface of the application, and the display interface is displayed on the graphical interface 410 middle.
- the terminal device 400 can also determine the introduction content corresponding to the operating capability data of the target account among multiple introduction content, and display it on the display interface.
- the operating capability data of other accounts can be pre-stored locally in the terminal device 400, or the terminal device 400 can be obtained from the outside world (such as the distributed file system of the server 200, the database 500 or the blockchain network, etc.), and guide the content The same applies to the content of the introduction.
- the terminal device 400 may also be combined with the server 200 to cooperatively execute the information recommendation method provided in the embodiments of the present application.
- an application is installed in the terminal device 400.
- the terminal device 400 obtains the operating capability data of the target account in response to a recommendation instruction for the target account in the application, and determines the operating capability of the target account and other accounts.
- the data gap may be included in the server 200.
- the server 200 may send the operating capability data of other accounts to the terminal device 400, so that the terminal device 400 locally compares the operating capability data of the target account with the operating capability data of other accounts to find the gap; the terminal device 400 may also The operation capability data of the target account is sent to the server 200.
- the server 200 calculates the difference between the operation capability data of the target account and other accounts, and sends the difference to the terminal device 400.
- the server 200 can obtain the information of other accounts from the database 500.
- the operating capability data can of course also be obtained from the distributed file system or blockchain network of the server 200 itself.
- only the database 500 is used for illustration.
- the terminal device 400 may send the operating capability data of the target account to the server 200, and the server 200 obtains multiple preset guidance contents from the database 500 or other data storage locations, and determines the guidance content corresponding to the operating capability data of the target account from the database 500 or other data storage locations. , And send the determined guide content to the terminal device 400.
- the server 200 may also obtain a plurality of preset introduction contents from the database 500 or other data storage locations, determine the introduction contents corresponding to the operating capability data of the target account from the database 500 or other data storage locations, and send the determined introduction contents. To the terminal device 400 to be displayed on the display interface of the application.
- the terminal device 400 can display various intermediate results in the information recommendation process in the graphical interface 410, such as the operating capability data of the target account, the operating capability data of other accounts, gaps, guidance content, and introduction content.
- the gap and the guide content A corresponding to the operational capability data of a certain dimension, and the gap and the guide content B corresponding to the operational capability data of another dimension are exemplarily shown. It is worth noting that since the larger the gap, the corresponding guidance content is more likely to be what the user actually needs. Therefore, when displaying, the guidance content corresponding to the larger gap can be displayed in a more important position, such as the front display. Improve the effect of information recommendation.
- the server 200 may be an independent physical server, or a server cluster or distributed system composed of multiple physical servers, or it may provide cloud services, cloud databases, cloud computing, cloud functions, cloud storage, Cloud servers for basic cloud computing services such as network services, cloud communications, middleware services, domain name services, security services, Content Delivery Network (CDN), and big data and artificial intelligence platforms.
- cloud services can be information
- the recommended service is invoked by the terminal device 400 to process the operating capability data of the target account sent by the terminal device 400, and send the obtained gap and guidance content to the terminal device 400.
- the terminal device 400 may be a smart phone, a tablet computer, a notebook computer, a desktop computer, a smart speaker, a smart watch, etc., but is not limited thereto.
- the terminal device and the server can be directly or indirectly connected through wired or wireless communication, which is not limited in the embodiment of the present application.
- FIG 4 is a schematic diagram of an architecture of an information recommendation system 110 combined with a blockchain network provided by an embodiment of the present application, including a blockchain network 600 (the blockchain network 600 includes multiple nodes, as shown in Figure 4 as an example A node 610), a certification center 700, and an electronic device 800 are shown here.
- the electronic device 800 may be a server (for example, the server 200 shown in FIG. 3) or a terminal device (for example, the terminal device 400 shown in FIG. 3), It depends on the actual application scenario.
- the authentication center 700 is used to issue a digital certificate to the electronic device 800.
- the type of the blockchain network 600 is flexible and diverse, for example, it can be any one of a public chain, a private chain, or a consortium chain.
- any electronic devices such as terminal devices and servers can be connected to the blockchain network 600 without authorization; taking the alliance chain as an example, electronic devices can be connected to the blockchain after being authorized
- the network 600 at this time, becomes a special type of node in the blockchain network 600, that is, the client node.
- the client node can only provide the function of initiating a transaction (for example, for storing data on the chain or querying data on the chain), for the functions of the native node of the blockchain network 600, such as sorting function, consensus service and ledger function And so on, the client node can be implemented by default or selectively (for example, depending on specific business requirements). Therefore, the data and business processing logic of the electronic device can be migrated to the blockchain network 600 to the greatest extent, and the credibility and traceability of the data and business processing process can be realized through the blockchain network 600.
- the blockchain network 600 receives the transaction submitted from the client node, and executes the transaction to update the ledger or query the ledger.
- the electronic device 800 can be connected to the blockchain network 600 and become a client node of the blockchain network 600, thereby realizing the functions of data uploading and querying data on the chain, which will be described in detail later.
- the embodiment of the present application does not limit the type of data in the blockchain, for example, it may include the content to be displayed and the value trigger condition.
- FIG. 5 is a schematic structural diagram of a terminal device 400 according to an embodiment of the present application.
- the terminal device 400 shown in FIG. 5 includes: at least one processor 410, a memory 450, at least one network interface 420, and a user interface 430.
- the various components in the terminal 400 are coupled together through the bus system 440.
- the bus system 440 is used to implement connection and communication between these components.
- the bus system 440 also includes a power bus, a control bus, and a status signal bus.
- various buses are marked as the bus system 440 in FIG. 5.
- the processor 410 may be an integrated circuit chip with signal processing capabilities, such as a general-purpose processor, a digital signal processor (DSP, Digital Signal Processor), or other programmable logic devices, discrete gates or transistor logic devices, or discrete hardware Components, etc., where the general-purpose processor may be a microprocessor or any conventional processor.
- DSP Digital Signal Processor
- the user interface 430 includes one or more output devices 431 that enable the presentation of media content, including one or more speakers and/or one or more visual display screens.
- the user interface 430 also includes one or more input devices 432, including user interface components that facilitate user input, such as a keyboard, a mouse, a microphone, a touch screen display, a camera, and other input buttons and controls.
- the memory 450 may be removable, non-removable, or a combination thereof.
- Exemplary hardware devices include solid state memory, hard disk drives, optical disk drives, and so on.
- the memory 450 optionally includes one or more storage devices that are physically remote from the processor 410.
- the memory 450 includes volatile memory or non-volatile memory, and may also include both volatile and non-volatile memory.
- the non-volatile memory may be a read only memory (ROM, Read Only Memory), and the volatile memory may be a random access memory (RAM, Random Access Memory).
- ROM read only memory
- RAM random access memory
- the memory 450 described in the embodiment of the present application is intended to include any suitable type of memory.
- the memory 450 can store data to support various operations. Examples of these data include programs, modules, and data structures, or a subset or superset thereof, as illustrated below.
- Operating system 451 including system programs used to process various basic system services and perform hardware-related tasks, such as framework layer, core library layer, driver layer, etc., used to implement various basic services and process hardware-based tasks;
- the network communication module 452 is used to reach other electronic devices via one or more (wired or wireless) network interfaces 420.
- Exemplary network interfaces 420 include: Bluetooth, Wireless Compatibility Authentication (WiFi), and Universal Serial Bus ( USB, Universal Serial Bus), etc.;
- the presentation module 453 is used to enable the presentation of information via one or more output devices 431 (for example, a display screen, a speaker, etc.) associated with the user interface 430 (for example, a user interface for operating peripheral devices and displaying content and information) );
- output devices 431 for example, a display screen, a speaker, etc.
- user interface 430 for example, a user interface for operating peripheral devices and displaying content and information
- the input processing module 454 is configured to detect one or more user inputs or interactions from one of the one or more input devices 432 and translate the detected inputs or interactions.
- the information recommendation device provided by the embodiments of the present application can be implemented in software.
- FIG. 5 shows the information recommendation device 455 stored in the memory 450, which can be software in the form of programs and plug-ins, including display
- the module 4551, the software module in the information recommendation device 455 is logical, so it can be combined or further split arbitrarily according to the realized functions. The function of the module will be explained below.
- the information recommendation method provided by the embodiments of the present application may be executed by the above-mentioned terminal device (for example, it may be the terminal device 400 shown in FIG. 3), or may be executed by the terminal device and the server in cooperation.
- FIG. 6A is a schematic flowchart of an information recommendation method provided by an embodiment of the present application, which will be described in conjunction with the steps shown in FIG. 6A.
- step 101 in response to a recommendation instruction for the target account in the application, the display interface of the application displays the difference in operational capability data between the target account and other accounts in the application.
- the terminal device is installed with an application. During the operation of the application, the terminal device obtains the operating capability data of the target account in real time in response to a recommendation instruction for the target account in the application.
- the target account can be an account in the login state in the application, or any designated account.
- the type of operation capability data can be preset.
- the operation capability data may include at least one of the power, combat effectiveness, and equipment attributes of the game character under the account; in office applications, the operation capability data may include the user The number of times the toolkit is used or the number of shortcut keys entered when using a certain office function (such as the paste function) through the account.
- the terminal device determines the difference between the target account and other accounts in the operational capability data in the application, that is, the difference between the target account’s operational capability data and the operational capability data of other accounts, where other accounts refer to the difference between the target account’s operational capability data and the operational capability data of other accounts.
- the operation of determining the gap can be completely completed by the terminal device itself. For example, the terminal device locally compares the operational capability data of the target account with the operational capability data of other accounts to obtain the gap. The operation of determining the gap can also be done in conjunction with the server.
- the terminal device sends the operating capability data of the target account to the server, and the server obtains the operating capability data of other accounts from the application log file, and compares the operating capability data of the target account with those of other accounts.
- the operating capability data is compared to obtain the gap, and the gap is sent to the terminal device; for another example, the server can send the operating capability data of other accounts in the log file to the terminal device, and the terminal device locally compares the operating capability data of the target account with the terminal device. Compare the operating capability data of other accounts to get the gap.
- the embodiment of this application does not limit the way to determine the gap.
- the operational capability data of the other account can be subtracted from the operational capability data of the target account to obtain the gap;
- statistical data such as average or median, etc. .
- the gap is displayed on the display interface of the application.
- the embodiment of the application does not limit the display mode of the gap.
- a recommendation interface is preset in the application (the recommendation interface is displayed in the display interface of the application), and the terminal device responds to the recommendation instruction for the target account in the application, The recommendation interface is displayed, and the gap is displayed in the recommendation interface.
- a recommendation instruction for the target account is generated: a trigger operation for the recommendation entry in the display interface is received; a keyword associated with the operating capability data is received; the real-time time arrives Set recommended time; application startup is detected; the operating capability data of the target account continues to be less than the average level within the set time period; the average level includes the statistical data of the operating capability data of other accounts and the operating capability data of the accounts in the same period Any one of statistical data; among them, the account at the same time refers to other accounts whose registration time and the registration time of the target account are separated by less than the registration duration threshold.
- the terminal device may generate a recommendation instruction for the target account when at least one of the following conditions is met, and each condition will be described separately.
- a trigger operation for the recommended entry in the display interface is received.
- a recommendation entry is preset in the display interface of the application, and when it is detected that the recommendation entry in the display interface is triggered, a recommendation instruction for the target account is generated.
- the embodiment of the present application does not limit the specific type of the trigger operation.
- it may be a touch operation, such as a tap or long-press operation for several seconds; for example, it may be a non-touch operation, such as a gesture interaction operation.
- a keyword associated with the operating capability data is received.
- keywords associated with operational capability data can include “strength”, “enhanced”, and “upgrade”
- keywords associated with operational capability data can include “skills” and “quick”. Key” and so on.
- the embodiment of the present application does not limit the input mode of the keyword, for example, it may include a handwriting input or voice input.
- a question and answer interface (displayed in the display interface of the application) dedicated to acquiring keywords may be preset in the application, so that the user can input keywords in the question and answer interface.
- the real-time time reaches the set recommended time.
- the recommended time can be set according to actual application scenarios, for example, set to 8 o'clock in the afternoon every day.
- the application startup is detected. For example, generate recommended instructions every time the app is launched.
- the operating capability data of the target account is continuously lower than the average level within a set period of time (such as 1 week or 1 month, etc., which can be set according to actual application scenarios).
- the average level includes any of the statistical data of the operating capability data of other accounts and the statistical data of the operating capability data of the accounts in the same period.
- the account of the same period means that the registration time of the other accounts is less than the registration time of the target account.
- An account with a duration threshold (such as 1 week, which can be set according to actual application scenarios).
- the flexibility of information recommendation is improved, and at least one of the foregoing conditions can be adopted in actual application scenarios.
- the above conditions are only examples, and more conditions can be extended according to different actual application scenarios.
- the above-mentioned difference in operating capability data between the target account and other accounts in the application can be displayed in this way: obtain multiple gap intervals and display effects corresponding to the multiple gap intervals; The gap and the multiple gap intervals are matched separately; the gap is displayed according to the display effect corresponding to the successfully matched gap interval; wherein the display effect includes at least one of a text effect and an icon effect.
- multiple preset gap intervals that do not overlap each other can be acquired, where different gap intervals can correspond to different display effects, and the display effects here can include at least one of a text effect and an icon effect.
- the gap is matched with multiple gap intervals respectively.
- the gap is displayed according to the display effect corresponding to the any gap interval. In this way, the display effect of the gap can be made to fit the gap itself, and the effectiveness of the recommendation can be improved from another angle.
- step 102 the guidance content corresponding to the operating capability data of the target account is displayed; wherein the guidance content is used to guide the improvement of the operating capability data of the target account.
- the terminal device In addition to determining the gap, in the embodiment of the application, the terminal device also obtains the guidance content corresponding to the operating capability data of the target account.
- the guidance content is used to guide the improvement of the operating capability data of the target account to reduce the gap.
- the embodiment does not limit the form of the guidance content, for example, it may be text, picture or video.
- the guidance content may include pre-set text prompts, such as "participate in a level" or "buy fashion", etc., to guide the improvement of the combat power of the game character.
- the guidance content may include the location icon of the toolkit in the application, so as to guide the user to use the toolkit in the future.
- the office function if the operating capability data includes the number of shortcut keys used by the user when using an office function through the account, the guidance content may include the key sequence of the shortcut keys displayed in text form and the office functions that the shortcut keys can achieve, In this way, the user is guided to use the shortcut key later.
- the content of the guidelines can be pre-stored locally on the terminal device, or stored in the distributed file system of the database, the server, and the blockchain.
- the embodiment of the present application does not limit the execution order of determining the gap and obtaining the guidance content, for example, it may be executed at the same time, or may be executed one after the other.
- the terminal device displays the guidance content on the display interface of the application. Be aware of gaps and guidelines.
- the method further includes: displaying the introduction content corresponding to the operation capability data of the target account; wherein the introduction content represents an improvement process of improving the operation capability data of the target account.
- the terminal device obtains the introduction content corresponding to the operating capability data of the target account.
- the storage location of the introduction content is not limited here, and the introduction content can also be text, picture or video. And other forms.
- the introduction content is used to introduce the improvement process of improving the operation ability data of the target account.
- the introduction content can include a graphic guide for a certain level, and it can include screenshots of other game characters after they are equipped with a certain fashion;
- the introduction can include a specific introduction to the toolkit or the principle of shortcut keys.
- mapping relationship of "operating capability data-guidance content-introduction content" that is, you can set the guidance content and the introduction content uniformly, or you can set "operating capability data-guidance content”
- the mapping relationship with "operability data-introduction content” means that the guidance content and the introduction content are set separately.
- the guide content includes a service portal; after step 102, it further includes: in response to a trigger operation on the service portal in the guide content, displaying multiple candidate services, and the service is used to improve the operational capability data of the target account; In response to a trigger operation on any of the displayed services, the triggered service is called.
- the guidance content may include a service portal, through which the service portal is used to guide and improve the operational capability data of the target account.
- the terminal device displays the guidance content on the display interface, in response to a trigger operation on the service entry in the guidance content, it displays multiple candidate services, where the services are used to improve the operating capability data of the target account.
- a service can also be displayed here, depending on the actual application scenario.
- the terminal device in response to a trigger operation on any service, invokes the service triggered by the trigger operation to improve the operation capability data of the target account.
- the terminal device may not display the service by default and directly call the service.
- the service entry can be a "become stronger" logo.
- the terminal device displays a preset level interface (displayed in the application). In the display interface of the ), and multiple levels to choose from are displayed in the level interface. The user can choose the level to play, thereby improving the combat effectiveness of the game character under the target account. Entering the level is to call the service; when the user is detected to trigger the When the "become stronger" logo, the terminal device can also display a preset mall interface (displayed in the application display interface), and display multiple fashions available for purchase in the mall interface, and the user can select the fashion to purchase.
- the service entry can be the "tutorial" logo.
- the terminal device displays multiple tutorials using toolkits or shortcut keys, and the user can select any tutorial to play , So as to learn how to use the toolkit or shortcut keys.
- playing the tutorial is to call the service.
- the format of the tutorial can include graphic tutorials or video tutorials, etc., which is not limited.
- the introduction content may be used to indicate the invocation process of the service corresponding to the guide content.
- the embodiment of the present application clarifies the reference value of the guidance content to the user by simultaneously displaying the gap and the guidance content. For example, the larger the displayed gap, the more likely the corresponding guidance content is actually needed by the user, which is convenient for the user. Quickly choose whether to browse the content of the guide, which improves the effectiveness of information recommendation; at the same time, the gap is calculated based on the operational capability data of the target account, which improves the pertinence of different target accounts (different users).
- FIG. 6B is a schematic flowchart of an information recommendation method provided by an embodiment of the present application.
- Step 101 shown in FIG. 6A can be updated to step 201.
- step 201 in response to the The recommended instructions for the target account in the application display the difference in the operation capability data of the target account and other accounts in multiple dimensions in the application according to the display order of the difference in the display interface of the application.
- the operating capability data can be preset to include multiple dimensions.
- the operating capability data includes the power, combat effectiveness, and life value of the game character under the account; in office applications, the operating capability data can include For each application function, the number of times the toolkit is used or the number of shortcut keys entered for each application function.
- the terminal device obtains multiple dimensions of operational capability data of the target account in the application.
- the terminal device determines the gap between the target account and other accounts in the operational capability data of the dimension.
- the gaps corresponding to the operation capability data of the multiple dimensions are sequentially displayed, where the display order of the gaps can be the order of the gaps from large to small.
- the gaps corresponding to power, combat power, and health are increasing, so the gaps corresponding to health, combat power, and power are sequentially displayed on the display interface of the application.
- the embodiment of this application does not limit the actual way of displaying sequentially, for example, it can be a list. Formula, the bigger the gap, the higher the position in the list (that is, the more obvious).
- the display order of the gap before sequentially displaying the gap between the target account and other accounts in the operational capability data of multiple dimensions in the application, it further includes: obtaining the target account’s operations for each dimension from the log file The improvement frequency of capability data; the improvement frequency of any one dimension of operation capability data and the gap of the operation capability data of any one dimension are fused to obtain the fusion result of any one dimension; the multiple dimensions are respectively corresponding The fusion result is sorted, and the display order of the gap is obtained.
- the improvement record of the account’s improvement of the operational capability data of each dimension can be recorded in the log file generated during the application running process.
- Each improvement record may include the service called, the operational capability data before the improvement, and the improvement After the operation capability data and recording time.
- the terminal device obtains from a local log file a promotion record of the target account's improvement of the operational capability data of each dimension.
- the operational capability data of each dimension filter out the promotion records within the set recording time period, and use the ratio between the number of filtered promotion records and the recording time period as the improvement of the operational capability data of that dimension Frequency, among which, the recording time period can be set according to actual application scenarios. For example, in terms of combat effectiveness, filter out the promotion records within one month from the current time. If 30 promotion records are filtered out, the frequency of combat effectiveness improvement is 30 times per month. The higher the frequency of improvement, the more important the user pays attention to the operational capability data of the corresponding dimension. Therefore, for the operational capability data of each dimension, the improvement frequency of the operational capability data of that dimension and the operational capability data of that dimension are fused to process the operational capability data.
- the fusion result of the dimension is obtained, and the fusion result is positively correlated with the boost frequency, and the fusion result is also positively correlated with the gap. For example, multiplying the frequency of combat effectiveness and the difference in combat effectiveness to obtain a fusion result of combat effectiveness.
- the fusion processing may also be addition processing or exponential processing, etc., which is not limited.
- the multiple fusion results are sorted, and the sequence obtained is the display order of the gap corresponding to the fusion result.
- the sorting process can be in descending order, Of course, other orders are also possible.
- the display order of the gap is also "the gap of combat power-the gap of power-the gap of health”.
- the display order of the gap is obtained by combining the frequency of the account’s promotion of the operational capability data, which further improves the pertinence of the target account and conforms to the user’s tendency to improve the operational capability data of different dimensions.
- step 102 shown in FIG. 6A can be updated to step 202.
- step 202 for each of the multiple dimensions, in the display area associated with the gap of the operational capability data of the dimension, display and Guidance content corresponding to the target account’s operational capability data in the dimension.
- the guidance content corresponding to the operation capability data of the dimension is displayed.
- the first line of the list includes the gap corresponding to the health value and the guidance content corresponding to the health value
- the second line includes the gap corresponding to the combat power and the guidance content corresponding to the combat power
- the third line includes the gap corresponding to the strength and the corresponding strength.
- the gaps corresponding to the operational capability data of multiple dimensions and the corresponding guidance content can be displayed in sequence, until the operational capabilities of the set number of dimensions are displayed.
- the gap between the data and the corresponding guidelines. it can also be set to display the gap corresponding to the operational capability data of the dimension that is not displayed and the corresponding guide content when a sliding operation or other operation on the display interface is received.
- the gap corresponding to the health value and the guidance content corresponding to the health value can be displayed in the first row of the list, and the combat power is displayed in the second row
- the corresponding gap and the guidance content corresponding to the combat power can be displayed in the list by sliding the list.
- the embodiment of the present application further improves the effectiveness of information recommendation by preferentially displaying more important gaps and guidance content in the display interface, and facilitates users to select guidance content that better meets their own needs.
- FIG. 7A is a schematic flowchart of an information recommendation method provided by an embodiment of the present application. The steps shown in FIG. 7A will be described with reference to the architecture including the terminal device and the server shown in FIG. 3.
- step 301 the server obtains the operating capability data of other accounts from the log file.
- the log file may include the operating capability data of each account in the application, and the recording time when the operating capability data is recorded.
- the embodiment of the present application does not limit the storage location of the log file.
- it may be a database, a distributed file system, or a blockchain network.
- the terminal device can send the account identification of the target account to the server in advance, so that the server can determine other accounts other than the target account, and obtain the operating capability data of other accounts from the log file.
- the target account can be in the login state of the application.
- the account number can also be any specified account.
- the server since the log file records multiple historical operational capability data of each account of the application, the server can obtain the latest operational capability data of other accounts from the log file, thereby ensuring the validity of the data.
- step 301 after step 301, it further includes: subtracting the duration threshold from the real-time time to obtain the discarding time; obtaining the recording time of the operational capability data of other accounts from the log file; discarding the operational capability data of other accounts Operational capability data whose recording time is earlier than the discarding time.
- the server may subtract the set duration threshold from the real-time time of the acquiring operation to obtain the discarding time.
- the acquiring operation here is the operation of acquiring the operational capability data of other accounts.
- the duration threshold can be set according to actual application scenarios.
- the operating capability data of such accounts can be filtered (discarded) in the embodiment of the present application.
- the server determines the operational capability data whose recording time is earlier than the discarding time among the acquired operational capability data of other accounts, and discards the determined operational capability data.
- the server may also in step 301, only obtain the operational capability data of other accounts whose recording time is not earlier than the discarding time, that is, implement the filtering of the operational capability data while performing the obtaining operation. Through the above method, the effectiveness of the obtained operational capability data is further improved.
- step 302 the server performs statistical processing on the operating capability data of other accounts to obtain statistical data, and sends the statistical data to the terminal device.
- the embodiment of the present application does not limit the manner of statistical processing.
- the obtained statistical data may be the average, median, mode, minimum, or maximum of the operating capability data of other accounts.
- the server After obtaining the statistical data, the server sends the statistical data to the terminal device.
- the server may periodically perform step 301 and step 302, and send the obtained statistical data to the terminal device, so as to improve the validity of the statistical data stored by the terminal device. It is worth noting that the server can also send the operating capability data of other accounts in the log file to the terminal device, and the terminal device can perform statistical processing locally to obtain the statistical data. Similarly, the terminal device can periodically retrieve the log file (referring to the latest Obtain the operational capability data of other accounts in the log file), and perform statistical processing to obtain statistical data. In addition, the log file including the operating capability data of other accounts may be stored locally in the terminal device, so that the terminal device can directly obtain the operating capability data of other accounts from the local log file and perform statistical processing.
- step 303 the terminal device, in response to the recommendation instruction for the target account in the application, determines the gap between the operational capability data of the target account and the statistical data as the gap between the target account and other accounts in operational capability data.
- the terminal device responds to the recommended instruction for the target account in the application, obtains the operational capability data of the target account in real time, and calculates the gap between the operational capability data of the target account and the statistical data, as the target account is operating with other accounts Gaps in capability data. For example, the terminal device determines the ratio between the operational capability data of the target account and the statistical data. The smaller the ratio, the larger the gap between the operational capability data and the statistical data of the target account.
- step 304 the terminal device sends the operating capability data of the target account to the server.
- the terminal device responds to the recommendation instruction for the target account in the application, and sends the operating capability data of the target account acquired in real time to the server.
- the server can also obtain the operating capability data of the target account from the log file according to the account identification of the target account.
- the embodiment of the present application does not limit the execution sequence between the step of determining the gap and the step of sending the operational capability data of the target account to the server. For example, it can be executed simultaneously or one after the other.
- the server obtains a plurality of to-be-displayed contents corresponding to the operating capability data and a numerical trigger condition corresponding to each to-be-displayed content; wherein, the to-be-displayed content includes at least one of guide content and introduction content; introduction The content represents the process of improving the operational capability data of the target account.
- the server obtains multiple to-be-displayed contents corresponding to the operating capability data and a numerical trigger condition corresponding to each to-be-displayed content from a database, a distributed file system, or a blockchain network.
- the content to be displayed includes at least one of guide content and introduction content
- the numerical trigger condition may be manually set or generated according to specific logic.
- the method further includes: the server obtains the operation capability data promotion record of other accounts from the log file; wherein the promotion record includes the invoked service and the operation capability data before the promotion; the service is used for promotion Operational ability data of the target account; when the service in the promotion record is the same as the service corresponding to the content to be displayed, the operation ability data before the promotion in the promotion record is determined as sample data; multiple set values corresponding to the operation ability data are obtained Interval, and determine the number of sample data corresponding to each set value interval; when the number of sample data corresponding to the set value interval meets the quantity condition, the set value interval is determined as the numeric trigger condition corresponding to the content to be displayed.
- the server obtains the operation capability data promotion record of other accounts from the log file, and each promotion record includes at least the called service and the operation capability data before the promotion.
- the service is used to improve the operation capability data.
- multiple content to be displayed are set in advance, and each content to be displayed is set to correspond to at least one service.
- the content to be displayed A and B are set in advance, the content to be displayed A corresponds to fashions A 1 and A 2 , and the content to be displayed B corresponds to fashions B 1 and B 2 .
- the operation before promotion included in the promotion record The capability data is determined as sample data.
- multiple non-overlapping set value intervals corresponding to the operational capability data are obtained. For example, if the value range of combat power is 0 to 1000, the value range can be divided into ten equal parts to obtain 10 set value intervals. Of course, the division method of the set value interval can be determined according to actual application scenarios, and is not limited to this. For each set value interval, determine the number of sample data falling within the set value interval.
- the set numerical interval is determined as the numerical trigger condition corresponding to any one of the to-be-displayed content.
- Numerical conditions such as greater than a set number threshold, or the number of sample data corresponding to a set value interval ranks in the top N places among all set value intervals, and N is an integer greater than 0.
- the above-mentioned server can obtain multiple to-be-displayed content corresponding to the operating capability data and the numerical trigger condition corresponding to each to-be-displayed content in this way: the server sends to the blockchain network including: The query request for the account ID of the target account, so that when the node in the blockchain network receives the query request, it can query multiple content to be displayed corresponding to the account ID and corresponding to each content to be displayed in the blockchain The value triggers the condition and returns the result of the query; among them, the content to be displayed corresponds to the operation capability data.
- the embodiments of this application can also be implemented in combination with blockchain technology, which is a new application mode of computer technology such as distributed data storage, point-to-point transmission, consensus mechanism, and encryption algorithm.
- the blockchain is essentially a decentralized database, which is a series of data blocks associated with cryptographic methods. Each data block contains a batch of network transaction information to verify the validity of the information. (Anti-counterfeiting) and generate the next block.
- the blockchain can include the underlying platform of the blockchain, the platform product service layer, and the application service layer.
- the underlying platform of the blockchain can include processing modules such as user management, basic services, smart contracts, and operation monitoring.
- the user management module is responsible for the identity information management of all blockchain participants, including the maintenance of public and private key generation (account management), key management, and maintenance of the correspondence between the user’s real identity and the blockchain address (authority management), etc.
- account management the maintenance of public and private key generation
- key management key management
- authorization management etc.
- authorities management supervise and audit certain real-identity transactions, and provide rule configuration for risk control (risk control audit)
- basic service modules are deployed on all blockchain node devices to verify the validity of business requests, After completing the consensus on the valid request, it is recorded on the storage.
- the basic service For a new business request, the basic service first performs interface adaptation analysis and authentication processing (interface adaptation), and then encrypts the business information through the consensus algorithm (consensus management), After encryption, it is completely and consistently transmitted to the shared ledger (network communication), and records are stored; the smart contract module is responsible for contract registration and issuance, contract triggering and contract execution.
- contract logic through a certain programming language and publish to On the blockchain (contract registration), according to the logic of the contract terms, call keys or other events to trigger execution, complete the contract logic, and also provide the function of contract upgrade and cancellation;
- the operation monitoring module is mainly responsible for the deployment of the product release process , Configuration modification, contract settings, cloud adaptation, and visual output of real-time status during product operation, such as alarms, monitoring network conditions, monitoring node equipment health status, etc.
- the blockchain can store content to be displayed and numerical trigger conditions corresponding to multiple accounts.
- an example of an example application of the blockchain network is explained by taking an electronic device accessing the blockchain network to query the content to be displayed and the value trigger condition, where the content to be displayed is the guidance content or the introduction content.
- the electronic device 800 accesses the blockchain network 600 and becomes a client node of the blockchain network 600.
- the electronic device 800 needs to query the content to be displayed and the value trigger condition, it sends a query request including the account identification of the target account to the blockchain network in the form of a transaction, and specifies the smart contract that needs to be called to realize the query operation and the smart contract in the transaction.
- the transaction also carries the digital signature signed by the electronic device 800 (for example, the digest of the transaction is encrypted using the digital certificate of the electronic device 800), and the transaction is broadcast to the blockchain network 600.
- the digital certificate can be obtained by the electronic device 800 registering with the certification center 700.
- the node 610 in the blockchain network 600 receives the transaction, it verifies the digital signature carried by the transaction. After the digital signature verification is successful, it confirms whether the electronic device 800 has the transaction according to the identity of the electronic device 800 carried in the transaction. Any one of authorization, digital signature and authorization verification will cause the transaction to fail. After the verification is successful, the digital signature of the node 610 is signed, and the digital signature is continued to be broadcast in the blockchain network 600.
- the node 610 with the sorting function in the blockchain network 600 After the node 610 with the sorting function in the blockchain network 600 receives the successfully verified transaction, it fills the transaction into a new block and broadcasts it to the nodes in the blockchain network 600 that provide consensus services.
- the node 610 that provides consensus services in the blockchain network 600 performs a consensus process on the new block to reach agreement.
- the node 610 that provides the ledger function appends the new block to the end of the blockchain and executes the transaction in the new block: For query For the transaction of the content to be displayed and the value trigger condition, query the content to be displayed and the value trigger condition corresponding to the account identifier from the state database, and send the queried content to be displayed and the value trigger condition to the electronic device 800.
- the state database stores data in the form of key-value pairs, and the data stored in the state database is usually the same as the data stored in the blockchain.
- the data in the state database is given priority to respond to, thereby improving Response efficiency.
- the response is directly based on the data in the blockchain.
- relevant personnel of the application (such as background planners) need to upload the account ID, the content to be displayed corresponding to the account ID, and the numerical trigger conditions corresponding to the content to be displayed on the chain.
- the chaining process is similar to the above query process.
- the relevant personnel of the application can generate a transaction that submits the account ID, the content to be displayed corresponding to the account ID, and the numerical trigger condition corresponding to the content to be displayed through the electronic device (which can be a client node or a native node), and the transaction Broadcast to the blockchain network 600.
- the node 610 in the blockchain network 600 verifies the transaction, the block fills and the consensus is consistent, the node 610 that provides the ledger function appends the filled new block to the end of the blockchain, and executes the transaction in the new block: For a transaction that submits the account identifier, the content to be displayed corresponding to the account identifier, and the numeric trigger condition corresponding to the content to be displayed, the account identifier, the content to be displayed corresponding to the account identifier, and the numeric trigger condition corresponding to the content to be displayed are stored in the state database.
- the corresponding content to be displayed and the numerical trigger conditions corresponding to the content to be displayed can be individually set for each account, or unified corresponding settings can be set for multiple accounts.
- the content to be displayed and the numerical trigger conditions corresponding to the content to be displayed are determined according to the actual business scenario. Since the data in the blockchain has the characteristic of being non-tamperable, the above method ensures the accuracy of the acquired content to be displayed and the value trigger condition.
- step 306 when the operating capability data of the target account meets any numerical trigger condition, the server determines the content to be displayed corresponding to the met numerical trigger condition, and sends the determined content to be displayed to the terminal device.
- the server individually matches the operating capability data of the target account with each acquired numerical trigger condition.
- the server determines the content to be displayed corresponding to the satisfied numerical trigger condition, and The determined content to be displayed is sent to the terminal device to be displayed on the display interface of the application of the terminal device.
- the terminal device may also match the operating capability data with the numerical trigger condition.
- step 307 the terminal device displays the operating capability data gap between the target account and other accounts in the application on the display interface of the application, and the content to be displayed corresponding to the operating capability data of the target account.
- the terminal device displays the gap obtained from the server and the content to be displayed in the display interface of the application.
- the terminal device can interact with the server, so as to implement information recommendation by using the computing capability of the server.
- FIG. 7A is only an example of information recommendation, and the terminal device may also implement information recommendation locally without the help of a server.
- FIG. 7B is a schematic flowchart of an information recommendation method provided by an embodiment of the present application.
- Step 302 shown in FIG. 7A can be implemented through steps 401 to 403, and each step will be described in combination.
- step 401 the server obtains account data of the target account in the application and account data of other accounts in the application; wherein the account data includes at least one of an account type and an account level.
- the log file also stores the account data of each account in the application
- the server can obtain the account data of other accounts from the log file, and obtain the account data of the target account sent by the terminal device.
- the server can also obtain the account data of the target account from the log file.
- the account data includes at least one of account type and account level.
- the account type can be the occupation of the game character under the account, and the account level can be the level of the game character or the account’s consumption in the game application.
- Obtained VIP level for office applications, the account type can include personal type and business type, and the account level can be the office skill level.
- step 402 the server traverses each of the other accounts, and when the account data of the traversed account is the same as the account data of the target account, the traversed account is determined as the comparison account.
- other accounts are filtered based on the account data of the target account. For example, each account in the other accounts is traversed.
- the account data of the traversed account is the same as the account data of the target account, the account to be traversed As a comparison account for easy distinction.
- step 402 after step 402, it further includes: adding an account that has a friend relationship with the account to be processed to the friend relationship network of the account to be processed, and adding a new account that has a friend relationship with the account in the friend relationship network To the friend relationship network until the set stop condition is met; among them, the account to be processed includes any one of the comparison account and the target account; when the account overlap between the friend relationship network of the comparison account and the friend relationship network of the target account is less than When the coincidence degree threshold is set, the operation capability data of the comparison account is discarded.
- the comparison accounts can be further screened based on the friend relationship. For example, an account that has a friend relationship with the account to be processed is added to the friend relationship network of the account to be processed, and the friend relationship network is iterated. In each iteration, there will be a new friend relationship with the account in the friend relationship network.
- the account is added to the friendship network until the set stop condition is met.
- the account to be processed includes any one of the target account and the comparison account.
- the stopping condition can be that the number of accounts in the friend relationship network reaches the set threshold of the number of accounts, or it can reach the set threshold of the number of iterations. Make a limit. It is worth noting that the friend relationship network in the embodiment of the present application refers to a collection of accounts, and does not refer to a network architecture.
- the friend relationship network corresponding to the target account and the friend relationship network corresponding to each comparison account can be constructed.
- For each comparison account determine the account coincidence degree between the friend relationship network of the comparison account and the friend relationship network of the target account.
- the coincidence degree threshold can be set according to actual application scenarios.
- the degree of account overlap can be the number of the same accounts in the two friend relationship networks/the total number of accounts included in the two friend relationship networks.
- the friend relationship network A corresponding to the target account includes 10 accounts, a certain comparison
- the friend relationship network B corresponding to the account also includes 10 accounts, and the number of the same accounts in the friend relationship network A and the friend relationship network B is 5, then the account coincidence degree between the friend relationship network A and the friend relationship network B It is 5/(10+10). Since accounts with friend relationships are more likely to have the same or similar propensity to improve operating capability data, the above method can further enhance the reference significance of comparing accounts, and achieve effective filtering of the operating capability data of other accounts.
- step 403 the server performs statistical processing on the operating capability data of the comparison account to obtain statistical data, and sends the statistical data to the terminal device.
- the server performs statistical processing on the operating capability data of all the comparison accounts selected to obtain statistical data, and sends the statistical data to the terminal device.
- the terminal device may also execute steps 401 to 403 locally to obtain statistical data.
- this embodiment of the application filters (filters) other accounts based on the account data of the target account to obtain a more reference account for comparison, which facilitates effective horizontal comparison of the target account and improves the final statistics obtained. The accuracy of the data.
- the information recommendation solution provided by the embodiments of this application can be integrated into the intelligent robot program of the game application, and become a "stronger" recommendation system embedded in the intelligent robot program.
- the "stronger" recommendation system can guide users effectively Enhance the attribute data of the game character under the account to realize the information recommendation function.
- the embodiment of the application provides a schematic diagram of information recommendation as shown in Figure 8.
- the target account first enters the "becoming stronger" recommendation system.
- a recommendation entry is set in the main interface of the game application.
- the intelligent robot program obtains the attribute data of the game character under the target account in real time through the set interface.
- the attribute data can be determined by the relevant personnel of the game application (such as planners)
- the actual requirements of the game application are defined.
- Attribute data can include two types, one is the natural attribute data in the game application (corresponding to the account data above), for example, it can include the occupation, level, and VIP level of the game character; the other is the recommended attribute data (corresponding to the above
- the operation ability data of the text for example, may include the power, combat effectiveness, and fashion points of the game character.
- the smart robot program can also obtain the attribute data of the game characters under other accounts from the log files of the game application, and filter other accounts according to the natural attribute data of the target account, for example, filter out the VIP level of the target account is the same in other accounts Account, the filtered account corresponds to the comparison account above. Then, statistical processing is performed on the recommended attribute data of the filtered accounts to obtain statistical data, such as average or median. It is worth noting that if there are multiple dimensions of recommended attribute data, for example, the recommended attribute data includes strength, combat effectiveness, and fashion points, then for the recommended attribute data of each dimension, statistical data of the corresponding dimension is calculated separately.
- the process of filtering accounts and calculating statistical data can be performed before the target account enters the "Become Stronger" recommendation system, that is, the obtained statistical data is offline data.
- the account is filtered in the log file and the statistical data is calculated, so as to ensure that when the target account enters the "becoming stronger” recommendation system, offline statistical data can be quickly obtained; when the computing power of the device is strong, the account is filtered and the statistical data is calculated.
- the process can also be carried out in real time when the target account enters the "becoming strong” recommendation system.
- the smart robot program After the smart robot program obtains the recommended attribute data of the target account, it uses the built-in Software Development Kit (SDK) to horizontally compare the recommended attribute data of the game character under the target account with the statistical data to obtain the target account and other
- SDK Software Development Kit
- the gap between the account in the recommended attribute data that is, the recommended identifier shown in FIG. 8.
- the ratio between the recommended attribute data of the target account and the statistical data can be calculated, and the smaller the ratio, the larger the gap.
- the information recommendation solutions provided in the embodiments of this application can be integrated in various applications such as applets, PC applications, mobile terminal APPs, embedded HTML5 and official accounts, so as to realize information based on different front-end forms. Recommended functions, the form of integration is not limited to SDK.
- the recommended attribute data of the target account is matched with the set multiple numerical trigger conditions, among which, Each numerical trigger condition corresponds to a recommended guideline, and the recommended guideline corresponds to the above guideline content.
- Figure 8 takes the case where the numerical trigger condition is a numerical interval as an example, which exemplarily shows interval 1 and interval 2.
- the recommended guideline corresponding to the satisfied numerical interval is determined to be displayed on the display interface of the game application.
- multiple recommended content can be preset, and corresponding numerical trigger conditions can be set for each recommended content, such as interval 3 and interval 4 shown in FIG. 8.
- the recommended attribute data of the target account meets any set value interval (that is, it matches any value interval successfully)
- the recommended content corresponding to the satisfied value interval is determined (as shown in Figure 8, the recommended content 1 corresponding to interval 3) )
- the recommended content corresponds to the introduction content above and is used to provide a more detailed extended introduction.
- the three can be displayed on the display interface of the game application.
- a recommendation interface of "I want to become stronger" is preset, and the recommendation logo, recommendation guidelines, and recommended content are displayed in the recommendation interface.
- different scene codes can be set for different interfaces in the game application.
- the background server When it is detected that the target account enters the "stronger" recommendation system, the background server outputs the scene code of the recommendation interface to be displayed on the main interface of the game application.
- the recommended interface in the form of a window is displayed in the.
- the recommendation interface may also be a full-screen interface.
- FIG. 8 shows an example of the recommendation interface.
- the recommendation logo 81, the recommendation guide 82, and the recommended content 83 are displayed in the recommendation interface.
- the specific display form of the recommended logo, the recommended guide, and the recommended content can be specifically set according to actual application scenarios.
- the recommended guide and the display area of the recommended logo are related to each other, and the recommended content is separately displayed in another display area.
- the recommended indicator includes the ratio and the display effect of the ratio. Since the smaller the ratio, the larger the gap. Therefore, the recommended indicator and the corresponding recommendation guide corresponding to the recommended attribute data of each dimension can be displayed in order of the ratio from small to large. .
- the display effect of the comparison value of the embodiment of the present application is not limited. As shown in FIG. 9, multiple ratio intervals (corresponding to the gap interval above) can be preset. Among them, different ratio intervals correspond to different display effects. It may include at least one of text effects and icon effects. When the determined ratio falls within a certain ratio interval, the ratio is displayed in the recommendation interface according to the display effect corresponding to the ratio interval.
- the recommended guidelines include icons, title names (such as "Guan Toon” and “Character Achievement” in Figure 8), and the logo of "That Stronger”.
- the "That Stronger” logo corresponds to the above service portal.
- the user can click on the "Becoming stronger” sign, to enter a certain level or buy a certain fashion, etc.
- the types of recommended content shown in Figure 8 include graphic forms and video forms (not limited to these), and also shows the number of views of each recommended content. In the case that multiple dimensions of recommended attribute data are included, it can be
- the recommended content display area uniformly displays recommended content corresponding to recommended attribute data of multiple dimensions. According to actual application scenarios, other information can also be displayed in the recommendation interface, such as including but not limited to the recommended attribute data of the game character under the target account, such as the occupation, level and attack speed of the game character under the target account shown in Figure 8. .
- the embodiment of the application also provides a schematic diagram of information recommendation as shown in FIG. 10.
- the natural attribute data is taken as the VIP level and the recommended attribute data is the fashion point of the game character. It is a kind of points in the game application, which can be used to redeem fashion.
- log files store attribute data of other accounts, and log files can be stored in a back-end database or other storage locations.
- the user with the target account can click on the recommendation entry displayed in the interface of the game application to enter the "stronger" recommendation system.
- the SDK in the smart robot program is invoked to obtain the attribute data of the game character under the target account, including the VIP level and fashion points.
- the accounts with the same VIP level as the target account are filtered out, and the fashion points of the selected accounts are statistically processed according to the set calculation rules to obtain statistics data.
- the pre-set recommendation guidelines, recommended content and value trigger conditions corresponding to the fashion points are retrieved.
- the recommended guidelines and recommended content can be set uniformly, such as setting "Recommendation Guidelines-Recommendation
- the mapping relationship of content-value trigger condition can also be set separately, for example, the mapping relationship of “recommendation guideline-value trigger condition” and “recommendation content-value trigger condition” can be set.
- the smart robot program displays the recommended logo to be displayed, the recommended guide to be displayed, and the recommended content to be displayed on the front-end recommendation interface of the game application.
- the recommendation identifiers and corresponding recommendation guidelines corresponding to the recommended attribute data of multiple dimensions are also sorted and displayed in the order of the ratio from small to large.
- the embodiment of the present application also provides a schematic diagram of the data processing process in the information recommendation as shown in FIG. 11.
- FIG. 11 first, real-time parameter transfer is performed through the SDK in the game application to obtain the attribute data of the game character under the target account.
- the recommended attribute data of other accounts with the same natural attribute data is retrieved from the log file, and the calculation process is performed to obtain the average value of the recommended attribute data of the game character at the same latitude as the game character under the target account, namely Statistical data.
- the ratio between the recommended attribute data of the target account and the statistical data is calculated through the SDK.
- the recommended attribute data of the target account is matched with the preset numerical trigger conditions to obtain the corresponding answer (answer 1 in Figure 11), which is used to reach and display in the application
- the answer includes at least one of recommended guidelines and recommended content.
- the embodiment of the application also provides the configuration interface of the background server as shown in FIG. 12A.
- the effective channels recommended by the information can be configured, such as the applet of the game application, the PC end, the mobile terminal APP, and the embedded HTML5
- the official account for example, the configuration effective channel includes the PC side, which refers to adding a "stronger" recommendation system to the game application on the PC side.
- application channels can also be configured.
- Application channels include recommended attribute data of various dimensions, such as attribute data A and attribute data B as shown in FIG. 12A.
- relevant personnel can configure corresponding recommendation guidelines according to actual needs. For example, the recommendation guide 121 corresponding to attribute data B shown in FIG.
- the recommended guidelines can also be configured to include icons and/or content in other formats.
- a hyperlink ie, service portal
- the jump function corresponding to the response to the trigger operation of the service portal above
- the effective time, cycle time, and startup status recommended by the information can also be configured. Relevant personnel can click the "online" icon in the configuration interface to enable the configuration in the configuration interface.
- the numerical trigger conditions corresponding to the recommended guidelines can be further configured.
- the effective interval (numerical interval) can be customized by relevant personnel.
- the server sends the recommendation guide corresponding to the effective interval to the terminal device for display in the recommendation interface of the game application.
- the recommended content corresponding to the recommended attribute data can also be configured in the configuration interface, as shown in the recommended content 122 in Figure 12C, where the recommended content can be in the form of pictures, videos, graphic guides and containers, and can be recommended guidelines and recommendations
- the content is configured with the same numerical trigger condition.
- a certain numerical trigger condition can correspond to one recommendation guideline and multiple recommended content.
- corresponding numerical trigger conditions can also be configured for the recommendation guideline and recommended content separately.
- the embodiments of this application compare different accounts with accounts of the same latitude in an all-round way, so as to provide more targeted recommendation identification, recommendation guidelines and recommended content, which improves The accuracy and user experience of information recommendation; in game applications, a closed-loop experience of "recommendation-enhancement-re-recommendation" can be realized, and users' participation and activity in game applications can be improved; more important information can be displayed by giving priority to , To ensure that the amount of information displayed on the front-end is not too large, and can support the division of more dimensions and more fine-grained recommended attribute data.
- the software modules stored in the information recommendation apparatus 455 of the memory 450 may include:
- the display module 4551 is configured to respond to the recommendation instruction for the target account in the application, and display the operating capability data gap between the target account and other accounts in the application in the display interface of the application, and display the operating capability with the target account
- the guidance content corresponding to the data wherein the guidance content is used to guide the data for improving the operational capability of the target account.
- the display module 4551 is further configured to: according to the display order of the gap, sequentially display the gap between the target account and other accounts in the operational capability data of multiple dimensions in the application; for each of the multiple dimensions , In the display area associated with the gap of the operational capability data of the dimension, the guidance content corresponding to the operational capability data of the target account in the dimension is displayed.
- the display module 4551 is further configured to display the introduction content corresponding to the operating capability data of the target account; wherein the introduction content represents an improvement process of improving the operating capability data of the target account.
- the information recommendation device 455 further includes: a frequency acquisition module configured to acquire from the log file the frequency at which the target account improves the operational capability data of the dimension; the fusion module is configured to increase the operational capability data of the dimension The gap between the operation capability data of the frequency and the dimension is fused to obtain the fusion result of the dimension; the sorting module is configured to sort the fusion results corresponding to the multiple dimensions to obtain the display order of the gap.
- the guide content includes a service portal;
- the information recommendation device 455 further includes: a service display module configured to display multiple candidate services in response to a trigger operation on the service portal in the guide content, and the service is used to improve the target The operating capability data of the account; the service invocation module is configured to invoke the triggered service in response to a trigger operation on any displayed service.
- the information recommendation device 455 further includes: an instruction generation module configured to generate a recommendation instruction for the target account when at least one of the following conditions is met: a trigger operation for a recommendation entry in the display interface is received; To the keywords associated with the operating capability data; the real-time time reaches the set recommended time; application activation is detected; the operating capability data of the target account is continuously lower than the average level within the set time period; the average level includes the operating capability of other accounts Any one of the statistical data of the data and the statistical data of the operating capability data of the account at the same time; wherein the account at the same time refers to the account of the other accounts whose registration time and the registration time of the target account are less than the registration time threshold.
- an instruction generation module configured to generate a recommendation instruction for the target account when at least one of the following conditions is met: a trigger operation for a recommendation entry in the display interface is received; To the keywords associated with the operating capability data; the real-time time reaches the set recommended time; application activation is detected; the operating capability data of the target account is
- the information recommendation device 455 further includes: a data acquisition module configured to acquire operational capability data of other accounts from log files; a statistical module configured to perform statistical processing on the operational capability data of other accounts to obtain statistical data ;
- the gap determination module is configured to determine the gap between the target account’s operational capability data and the statistical data as the gap between the target account’s operational capability data and other accounts.
- the information recommendation device 455 further includes: a discarding time determining module configured to subtract the duration threshold from the real-time time to obtain the discarding time; a recording time acquiring module configured to acquire operational capability data of other accounts from log files The discarding module is configured to discard the operational capability data whose recording time is earlier than the discarding time among the operational capability data of other accounts.
- the information recommendation device 455 further includes: a discarding time determining module configured to subtract the duration threshold from the real-time time to obtain the discarding time; a recording time acquiring module configured to acquire operational capability data of other accounts from log files The data acquisition module is also configured to acquire the operating capability data of other accounts from the log file with the recording time no earlier than the discarding time.
- the statistics module is further configured to: obtain account data of the target account in the application and account data of other accounts in the application; wherein the account data includes at least one of an account type and an account level; For each account in the account, when the account data of the traversed account is the same as the account data of the target account, the traversed account is determined as the comparison account; the operation capability data of the comparison account is statistically processed to obtain the statistical data.
- the statistics module is further configured to: add accounts that have a friend relationship with the account to be processed to the friend relationship network of the account to be processed, and add new accounts that have a friend relationship with an account in the friend relationship network to The friend relationship network until the set stop condition is met; among them, the account to be processed includes any one of the comparison account and the target account; when the account overlap between the friend relationship network of the comparison account and the friend relationship network of the target account is less than the overlap When the degree threshold is reached, the operation capability data of the comparison account is discarded.
- the information recommendation device 455 further includes: a content acquisition module configured to acquire a plurality of to-be-displayed contents corresponding to the operating capability data and a numerical trigger condition corresponding to each to-be-displayed content; a content determination module, configuration In order to determine the content to be displayed corresponding to the met numerical trigger condition when the operational capability data of the target account meets any numerical trigger condition to be displayed on the display interface; wherein the content to be displayed includes at least one of guide content and introduction content Species; the introduction content represents the process of improving the operational capability data of the target account.
- the information recommendation device 455 further includes: a record obtaining module configured to obtain from a log file the improvement record of the operating capability data of other accounts; wherein the improvement record includes the called service and the operating capability data before the improvement;
- the service is used to improve the operational capability data;
- the sample determination module is configured to determine the operational capability data before the promotion in the promotion record as the sample data when the service in the promotion record is the same as the service corresponding to the content to be displayed;
- the quantity determination module It is configured to obtain multiple set value intervals corresponding to the operating ability data and determine the number of sample data corresponding to each set value interval;
- the condition determination module is configured to when the number of sample data corresponding to the set value interval meets the quantity condition At the time, the set value interval is determined as the value trigger condition corresponding to the content to be displayed.
- the content acquisition module is further configured to send a query request including the account identifier of the target account to the blockchain network, so that when the node in the blockchain network receives the query request, Query multiple to-be-displayed contents corresponding to the account identifier and the numerical trigger condition corresponding to each to-be-displayed content, and return the result of the query; wherein, the to-be-displayed content corresponds to the operating capability data.
- the display module 4551 is further configured to: obtain multiple gap intervals and display effects corresponding to the multiple gap intervals; perform matching processing on the gaps with the multiple gap intervals; and correspond to the gap intervals that are successfully matched
- the display effect shows a gap; where the display effect includes at least one of a text effect and an icon effect.
- the embodiment of the present application provides a computer-readable storage medium storing executable instructions, and the executable instructions are stored therein.
- the processor will cause the processor to execute the information recommendation method provided by the embodiments of the present application For example, the information recommendation method shown in FIG. 6A, FIG. 6B, FIG. 7A, or FIG. 7B.
- computers include various electronic devices including terminal devices and servers.
- the computer-readable storage medium may be FRAM, ROM, PROM, EPROM, EEPROM, flash memory, magnetic surface memory, optical disk, or CD-ROM; it may also include one or any combination of the foregoing memories.
- Various equipment may be FRAM, ROM, PROM, EPROM, EEPROM, flash memory, magnetic surface memory, optical disk, or CD-ROM; it may also include one or any combination of the foregoing memories.
- Various equipment may be FRAM, ROM, PROM, EPROM, EEPROM, flash memory, magnetic surface memory, optical disk, or CD-ROM; it may also include one or any combination of the foregoing memories.
- Various equipment may be FRAM, ROM, PROM, EPROM, EEPROM, flash memory, magnetic surface memory, optical disk, or CD-ROM; it may also include one or any combination of the foregoing memories.
- executable instructions may be in the form of programs, software, software modules, scripts or codes, written in any form of programming language (including compiled or interpreted languages, or declarative or procedural languages), and their It can be deployed in any form, including being deployed as an independent program or as a module, component, subroutine or other unit suitable for use in a computing environment.
- executable instructions may but do not necessarily correspond to files in the file system, and may be stored as part of files that save other programs or data, for example, in HyperText Markup Language (HTML, HyperText Markup Language) documents
- HTML HyperText Markup Language
- One or more scripts in are stored in a single file dedicated to the program in question, or in multiple coordinated files (for example, a file storing one or more modules, subroutines, or code parts).
- executable instructions can be deployed to be executed on one electronic device, or on multiple electronic devices located in one location, or on multiple electronic devices that are distributed in multiple locations and interconnected by a communication network Executed on.
- the reference value of the corresponding guidance content can be clarified through the gap, which is convenient for users to judge whether to browse the guidance.
- the content improves the effectiveness and pertinence of information recommendation, and can better assist users in operating applications.
- the display order of the gap When there are multiple dimensions of operational capability data, according to the display order of the gap, the more important information is displayed first, which further improves the effectiveness of information recommendation, while ensuring that the amount of information on the display interface will not be too large , It is convenient to divide more dimensional and finer-grained recommended attribute data; the display order of the gap can be obtained by combining with the historical promotion frequency, so that the display order of the gap is closer to the target account’s operational capability data promotion habits, and further improves the pertinence.
- Account screening is performed based on the recording time and/or account data of other accounts, and then the horizontal comparison of operational capability data is carried out, which improves the effectiveness of the obtained gaps.
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Abstract
Description
Claims (17)
- 一种信息推荐方法,由电子设备执行,所述信息推荐方法包括:响应于针对应用中的目标账号的推荐指令,在所述应用的显示界面中,显示所述目标账号与其他账号在所述应用中的操作能力数据上的差距,并显示与所述目标账号的操作能力数据对应的指引内容;其中,所述指引内容用于指引提升所述目标账号的操作能力数据。
- 根据权利要求1所述的信息推荐方法,其中,所述显示所述目标账号与其他账号在所述应用中的操作能力数据上的差距,并显示与所述目标账号的操作能力数据对应的指引内容,包括:根据所述差距的显示顺序,依次显示所述目标账号与所述其他账号在所述应用中多个维度的操作能力数据上的差距;针对所述多个维度中的每一个维度,在与所述维度的操作能力数据的差距关联的显示区域中,显示与所述目标账号在所述维度的操作能力数据对应的指引内容。
- 根据权利要求2所述的信息推荐方法,其中,还包括:从日志文件中获取所述目标账号对所述维度的操作能力数据进行提升的提升频率;将所述维度的操作能力数据的提升频率与所述维度的操作能力数据的差距进行融合处理,得到所述维度的融合结果;将所述多个维度分别对应的融合结果进行排序处理,得到所述差距的显示顺序。
- 根据权利要求1所述的信息推荐方法,其中,所述指引内容包括服务入口;所述信息推荐方法还包括:响应于对所述指引内容中的服务入口的触发操作,显示多个候选的服务,所述服务用于提升所述目标账号的操作能力数据;响应于对显示的任意一个服务的触发操作,调用被触发的服务。
- 根据权利要求1所述的信息推荐方法,其中,还包括:当满足以下至少一种条件时,生成针对所述目标账号的推荐指令:接收到针对所述显示界面中的推荐入口的触发操作;接收到与所述操作能力数据关联的关键词;实时时间到达设定的推荐时间;检测到所述应用启动;所述目标账号的操作能力数据在设定的时间段内持续小于平均水平;所述平均水平包括所述其他账号的操作能力数据的统计数据、以及同期账号的操作能力数据的统计数据中的任意一种;其中,所述同期账号表示所述其他账号中的、注册时间与所述目标账号的注册时间相隔小于注册时长阈值的账号。
- 根据权利要求1至5任一项所述的信息推荐方法,其中,还包括:从日志文件中获取所述其他账号的操作能力数据;对所述其他账号的操作能力数据进行统计处理,得到统计数据;确定所述目标账号的操作能力数据与所述统计数据之间的差距,以作为所述目标账号与所述其他账号在操作能力数据上的差距。
- 根据权利要求6所述的信息推荐方法,其中,所述从日志文件中获取所述其他账号的操作能力数据之后,还包括:将实时时间减去时长阈值,得到丢弃时间;从所述日志文件中获取所述其他账号的操作能力数据的记录时间;在所述其他账号的操作能力数据中,丢弃记录时间早于所述丢弃时间的操作能力数据。
- 根据权利要求6所述的信息推荐方法,其中,所述从日志文件中获取所述其他账号的操作能力数据,包括:将实时时间减去时长阈值,得到丢弃时间;从所述日志文件中获取所述其他账号的操作能力数据的记录时间;从所述日志文件中获取所述其他账号的、记录时间不早于所述丢弃时间的操作能力数据。
- 根据权利要求6所述的信息推荐方法,其中,所述对所述其他账号的操作能力数据进行统计处理,得到统计数据,包括:获取所述目标账号在所述应用中的账号数据、以及所述其他账号在所述应用中的账号数据;其中,所述账号数据包括账号类型及账号等级中的至少一种;遍历所述其他账号中的每个账号,当遍历到的账号的账号数据与所述目标账号的账号数据相同时,将所述遍历到的账号确定为对比账号;对所述对比账号的操作能力数据进行统计处理,得到统计数据。
- 根据权利要求9所述的信息推荐方法,其中,所述将所述遍历到的账号确定为对比账号之后,还包括:将与待处理账号存在好友关系的账号添加至所述待处理账号的好友关系网络,并将与所述好友关系网络内的账号存在好友关系的新的账号添加至所述好友关系网络,直至满足设定的停止条件;其中,所述待处理账号包括所述对比账号及所述目标账号中的任意一个;当所述对比账号的好友关系网络与所述目标账号的好友关系网络之间的账号重合度小于重合度阈值时,丢弃所述对比账号的操作能力数据。
- 根据权利要求1至5任一项所述的信息推荐方法,其中,还包括:获取与所述操作能力数据对应的多个待显示内容、以及与每个所述待显示内容对应的数值触发条件;当所述目标账号的操作能力数据满足任意一个所述数值触发条件时,确定满足的所述数值触发条件对应的待显示内容,以显示于所述显示界面中;其中,所述待显示内容包括所述指引内容及介绍内容中的至少一种;所述介绍内容表示对所述目标账号的操作能力数据进行提升的提升过程。
- 根据权利要求11所述的信息推荐方法,其中,还包括:从日志文件中获取所述其他账号对所述操作能力数据的提升记录;其中,所述提升记录包括调用的服务以及提升前的操作能力数据;所述服务用于提升所述操作能力数据;当所述提升记录中的服务与所述待显示内容对应的服务相同时,将所述提升记录中的提升前的操作能力数据确定为样本数据;获取所述操作能力数据对应的多个设定数值区间,并确定每个所述设定数值区间对应的样本数据的数量;当所述设定数值区间对应的样本数据的数量满足数量条件时,将所述设定数值区间确定为所述待显示内容对应的数值触发条件。
- 根据权利要求11所述的信息推荐方法,其中,所述获取与所述操作能力数据对应的多个待显示内容、以及与每个所述待显示内容对应的数值触发条件,包括:向区块链网络发送包括所述目标账号的账号标识的查询请求,以使所述区块链网络中的节点在接收到所述查询请求时,在区块链中查询与所述账号标识对应的多个待显示内容、以及与每个所述待显示内容对应的数值触发条件,并返回查询到的结果;其中,所述待显示内容与所述操作能力数据对应。
- 根据权利要求1至5任一项所述的信息推荐方法,其中,还包括:显示与所述目标账号的操作能力数据对应的介绍内容;其中,所述介绍内容表示对所述目标账号的操作能力数据进行提升的提升过程。
- 一种信息推荐装置,包括:显示模块,配置为响应于针对应用中的目标账号的推荐指令,在所述应用的显示界面中,显示所述目标账号与其他账号在所述应用中的操作能力数据上的差距,并显示与所述目标账号的操作能力数据对应的指引内容;其中,所述指引内容用于指引提升所述目标账号的操作能力数据。
- 一种电子设备,包括:存储器,用于存储可执行指令;处理器,用于执行所述存储器中存储的可执行指令时,实现权利要求1至14任一项所述的信息推荐方法。
- 一种计算机可读存储介质,存储有可执行指令,用于被处理器执行时,实现权利要求1至14任一项所述的信息推荐方法。
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