WO2021087746A1 - Push content processing method and apparatus, and electronic device and storage medium - Google Patents

Push content processing method and apparatus, and electronic device and storage medium Download PDF

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Publication number
WO2021087746A1
WO2021087746A1 PCT/CN2019/115727 CN2019115727W WO2021087746A1 WO 2021087746 A1 WO2021087746 A1 WO 2021087746A1 CN 2019115727 W CN2019115727 W CN 2019115727W WO 2021087746 A1 WO2021087746 A1 WO 2021087746A1
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WO
WIPO (PCT)
Prior art keywords
user
conversion rate
target user
content
portrait
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PCT/CN2019/115727
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French (fr)
Chinese (zh)
Inventor
蔡绮芊
Original Assignee
深圳市欢太科技有限公司
Oppo广东移动通信有限公司
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
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Application filed by 深圳市欢太科技有限公司, Oppo广东移动通信有限公司 filed Critical 深圳市欢太科技有限公司
Priority to PCT/CN2019/115727 priority Critical patent/WO2021087746A1/en
Priority to CN201980099725.1A priority patent/CN114286999A/en
Publication of WO2021087746A1 publication Critical patent/WO2021087746A1/en

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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/90Details of database functions independent of the retrieved data types
    • G06F16/95Retrieval from the web
    • G06F16/953Querying, e.g. by the use of web search engines
    • G06F16/9535Search customisation based on user profiles and personalisation

Definitions

  • This application relates to the technical field of electronic equipment, and more specifically, to a method, device, electronic equipment, and storage medium for processing push content.
  • electronic devices are used more and more widely, with more and more functions, and they have become one of the must-haves in people's daily life.
  • electronic devices can be used to display various contents for users to read or use.
  • this application proposes a method, device, electronic device, and storage medium for processing push content to solve the above-mentioned problems.
  • an embodiment of the present application provides a method for processing push content, which is applied to an electronic device, and the method includes: the electronic device receives push content to be displayed to a target user; and according to the user profile of the target user Obtain a user who matches the user profile of the target user as a reference user; obtain a conversion rate of the reference user for the pushed content as a reference conversion rate; determine a processing method for the pushed content based on the reference conversion rate .
  • an embodiment of the present application provides a device for processing push content, which is applied to an electronic device, and the device includes: a push content receiving module for the electronic device to receive push content to be displayed to a target user; reference The user acquisition module is used to obtain the user who matches the user portrait of the target user as the reference user according to the user portrait of the target user; the reference conversion rate acquisition module is used to obtain the reference user’s information regarding the pushed content The conversion rate is used as a reference conversion rate; the processing mode determination module is configured to determine a processing mode for the pushed content based on the reference conversion rate.
  • an embodiment of the present application provides an electronic device including a memory and a processor, the memory is coupled to the processor, the memory stores instructions, and the instructions are executed when the instructions are executed by the processor.
  • the processor executes the above method.
  • an embodiment of the present application provides a computer-readable storage medium, and the computer-readable storage medium stores program code, and the program code can be invoked by a processor to execute the foregoing method.
  • the method, device, electronic device, and storage medium for processing push content provided by the embodiments of the present application.
  • the electronic device receives push content to be displayed to the target user, and obtains the user who matches the target user's user portrait according to the user portrait of the target user as Reference user, obtain the conversion rate of the reference user for the pushed content as the reference conversion rate, and determine the processing method for the push content based on the reference conversion rate, so that when the push content is received, the reference user is obtained according to the user portrait and the reference user is obtained for the push
  • the reference conversion rate of the content and based on the reference conversion rate, determine the processing method of the pushed content, so as to increase the conversion rate of the displayed push content and improve the user experience.
  • FIG. 1 shows a schematic diagram of an application environment that can be used in a method for processing push content provided by an embodiment of the present application
  • FIG. 2 shows a schematic flowchart of a method for processing push content provided by an embodiment of the present application
  • FIG. 3 shows a schematic flowchart of a method for processing push content provided by another embodiment of the present application
  • FIG. 4 shows a schematic flowchart of step S202 of the method for processing push content shown in FIG. 3 of the present application
  • FIG. 5 shows a schematic flowchart of step S204 of the method for processing pushed content shown in FIG. 3 of the present application;
  • FIG. 6 shows a schematic flowchart of an embodiment of step S206 of the method for processing push content shown in FIG. 3 of the present application;
  • Fig. 7 shows a schematic flowchart of another embodiment of step S206 of the method for processing push content shown in Fig. 3 of the present application;
  • FIG. 8 shows a schematic flowchart of a method for processing push content provided by still another embodiment of the present application.
  • FIG. 9 shows a schematic flowchart of step S304 of the method for processing push content shown in FIG. 8 of the present application.
  • FIG. 10 shows a block diagram of a module for a processing device for pushing content provided by an embodiment of the present application
  • FIG. 11 shows a block diagram of an electronic device used to execute the method for processing pushed content according to an embodiment of the present application
  • Fig. 12 shows a storage unit for storing or carrying program code for implementing the method for processing push content according to the embodiment of the present application according to an embodiment of the present application.
  • Operators generally push content to electronic devices to achieve operational goals.
  • the operator will obtain the user portrait before the push.
  • the user portrait also known as the user role, is an effective tool for delineating the target user, contacting the user's appeal and design direction, and the user portrait has been widely used in various fields.
  • User portraits usually contain multiple dimensions of portrait features to characterize the appearance of users. For promotional activities, each activity needs to correspond to some user portrait features. All user portrait features targeted by the activity can form an activity portrait.
  • the target user entrapment Since the current target user entrapment is completed by manual operation, after the target user is determined, the batch will be pushed and displayed on all target electronic devices. Therefore, the target user entrapment is overly dependent on the server's screening of users. , And lack of a process of estimating the user's click-through rate before showing, there is the possibility of incomplete screening of user characteristics, unreasonable target customer circle, and showing the user uninterested content to the user, thereby affecting the user experience and reducing the push Conversion effect. For example, the operator wants to push information to user group A, but some users in user group A have a higher probability of liking this push, and some users have a lower probability of liking this push. If they do not pass the second screening, they will Pushing information to users with a low probability of liking this information will lower the conversion rate of the content.
  • the inventor has discovered through long-term research and proposed the method, device, electronic equipment, and storage medium for processing push content provided by the embodiments of this application.
  • the reference user is obtained according to the user profile and the Obtain the reference conversion rate of the reference user for the pushed content, and determine the processing method for the pushed content based on the reference conversion rate, so as to increase the conversion rate of the displayed pushed content and improve the user experience.
  • the specific method for processing the pushed content is described in detail in the subsequent embodiments.
  • FIG. 1 shows a schematic diagram of an application environment that can be used in the method for processing push content provided by an embodiment of the present application. It includes an electronic device 100 and an operator server 200, and the electronic device 100 and the operator server 200 are in communication connection to implement data interaction.
  • the operator server 200 can send push content to the electronic device 100.
  • the electronic device 100 and the operator server 200 can be connected via a data network or a wireless network.
  • the electronic device 100 and the operator server 200 When the electronic device 100 and the operator server 200 are connected via a data network, the electronic device 100 and the operator server 200 can be connected via a 2G network, a 3G network, 4G network, 5G network, etc., when the electronic device 100 and the operator server 200 are connected through a wireless network, the electronic device 100 and the operator server 200 can be connected through a wireless fidelity WiFi network, which is not limited here.
  • the electronic device 100 may be a smart phone, a tablet computer, a wearable electronic device, etc.
  • the operator server 200 may be a traditional server, a cloud server, etc., which is not limited herein.
  • FIG. 2 shows a schematic flowchart of a method for processing push content provided by an embodiment of the present application.
  • the method for processing the pushed content is used to obtain the reference user according to the user portrait and obtain the reference conversion rate of the reference user for the pushed content when the pushed content is received, and determine the processing method for the pushed content based on the reference conversion rate, so as to improve The conversion rate of the displayed push content and the improvement of user experience.
  • the method for processing pushed content is applied to the processing apparatus 300 for pushing content as shown in FIG. 10 and the electronic device 100 configured with the processing apparatus 300 for pushing content (FIG. 11 ).
  • FIG. 11 shows a schematic flowchart of a method for processing push content provided by an embodiment of the present application.
  • the method for processing the pushed content is used to obtain the reference user according to the user portrait and obtain the reference conversion rate of the reference user for the pushed content when the pushed content is received, and determine the processing method for the pushed content based on the reference conversion rate, so as to improve The conversion rate
  • the electronic device applied in this embodiment may be a smart phone, a tablet computer, a wearable electronic device, etc., which is not limited here.
  • the process shown in FIG. 2 will be described in detail below, and the method for processing the pushed content may specifically include the following steps:
  • Step S101 The electronic device receives the push content to be displayed to the target user.
  • the target user may be a user corresponding to the electronic device, that is, the target user is a legal user (owner) corresponding to the electronic device.
  • the electronic device may be logged in with a user identity document (ID), then the user corresponding to the user ID logged in by the electronic device may be determined as the target user.
  • the electronic device may record a biometric unlocking password.
  • the electronic device may record a fingerprint unlocking password, a face unlocking password, an iris unlocking password, etc., then the user corresponding to the biometric unlocking password recorded by the electronic device can be determined For the target user.
  • the electronic device may receive the push content sent by the operator server, and use the received push content as the push content to be displayed to the target user.
  • the push content may include advertisements, games, articles, audios, videos, links, etc., which are not limited here.
  • Step S102 Obtain a user who matches the user portrait of the target user as a reference user according to the user portrait of the target user.
  • the electronic device may pre-acquire the user portrait of the target user and store it locally, and after receiving the push content to be displayed to the target user, read the user portrait of the target user locally, or it may receive the user portrait of the target user locally.
  • the user portrait of the target user is obtained from the server, which is not limited here.
  • the user portrait can be used to characterize the target user’s interest preferences, payment behavior, push conversion rate, etc.
  • the user portrait can be used to characterize the target user’s preferred game type, preferred video type, purchasing power, and The click-through rate of the pushed content, the download rate of the pushed content, etc.
  • the server corresponding to the electronic device may obtain and record the user portraits of multiple users and each of the multiple users in advance, and establish the mapping relationship between the multiple users and the multiple user portraits, as shown in Table 1.
  • the mapping relationship can include multiple users and multiple user portraits, where multiple users can correspond to multiple user portraits, multiple users can correspond to one user portrait, and one user can correspond to multiple user portraits. Wait, it is not limited here.
  • the electronic device may obtain a user who matches the user portrait of the target user as a reference user according to the user portrait of the target user.
  • the electronic device may send the user portrait of the target user to the server to instruct the server to determine the reference user from multiple users based on the user portrait.
  • the server corresponding to the electronic device may compare the user portrait of the target user with multiple user portraits in the pre-established mapping relationship. To obtain the user portrait matching the user portrait of the target user, and then obtain the user corresponding to the user portrait matching the user portrait of the target user based on the mapping relationship.
  • the electronic device can send the interest preference of the target user to the server to instruct the server to find the interest preference matching the interest preference of the target user from the multiple interest preferences, and search for the target based on the mapping relationship.
  • the user whose interest preference matches the user's interest preference is determined as the reference user.
  • the electronic device can send the user portrait of the target user and the pushed content to the server to instruct the server to determine the reference from multiple users based on the user portrait and the pushed content Users, where the determined reference users are users who have received the pushed content, so as to improve the reliability of the determined reference users.
  • the server corresponding to the electronic device when the server corresponding to the electronic device receives the user portrait and the pushed content of the target user uploaded by the electronic device, it may first filter multiple users based on the pushed content to filter from multiple users.
  • Users who have received the pushed content are selected from the multiple users and the users who have received the pushed content are determined as the to-be-referenced users, and then the user portrait of the target user can be mapped to multiple to-be-referenced users in the pre-established mapping relationship.
  • Compare the user portrait of the reference user to obtain the user portrait matching the user portrait of the target user, and then obtain the user to be referenced corresponding to the user portrait matching the user portrait of the target user based on the mapping relationship, and determine the user portrait of the target user
  • the user to be referenced may be determined as the reference user.
  • Step S103 Obtain the conversion rate of the reference user for the pushed content as a reference conversion rate.
  • the number of determined reference users is one or more. Wherein, when the number of determined reference users is one, the conversion rate of the one reference user for the pushed content can be obtained, and the conversion rate of the one reference user for the pushed content can be used as the reference conversion rate. When the number of determined reference users is multiple, the conversion rate of the multiple reference users for the pushed content can be obtained separately, and the average conversion of the multiple reference users for the pushed content can be calculated based on the conversion rate of each reference user for the pushed content Rate, and use the average conversion rate as the reference conversion rate.
  • the server may count and record the number of times the push content is sent to the reference user and the number of times the reference user converts the push content, where the push content of the reference user conversion includes from browsing to pushing content to clicking jump, from browsing to pushing From content to click to download, from browsing to pushing content to click to buy, etc., there is no limitation here.
  • the server can send the recorded number of times the push content is sent to the reference user and the number of times the reference user converts the push content to the electronic device, and the electronic device calculates the conversion rate of the reference user for the pushed content as Reference conversion rate.
  • the server can calculate the conversion rate of the reference user for the pushed content and send it to the electronic device based on the recorded number of times the push content is sent to the reference user and the number of times the reference user converts the push content.
  • the device receives the conversion rate of the reference user for the pushed content sent by the server as the reference conversion rate.
  • Step S104 Determine a processing method for the pushed content based on the reference conversion rate.
  • the electronic device may determine the processing method for the pushed content according to the reference conversion rate. It is understandable that because the user portraits of the reference user and the target user match, the method of processing the pushed content is determined based on the reference conversion rate of the reference user for the pushed content, which can make the processing method more in line with the preferences of the target user and improve the push The conversion rate of the content and the target user’s experience.
  • a mapping relationship between the reference conversion rate and the processing method may be established in advance, and the mapping relationship may include multiple reference conversion rates and multiple processing methods, wherein the multiple reference conversion rates and the multiple processing methods can correspond one-to-one , Multiple reference conversion rates can correspond to one treatment method, one reference conversion rate can correspond to multiple treatment methods, etc.
  • the reference conversion rate of the reference user for the pushed content can be obtained, and then the reference conversion rate of the reference user for the pushed content is compared with the conversion rate in the pre-established mapping relationship to obtain and the reference user for the pushed content According to the conversion rate matching the reference conversion rate of the reference conversion rate, the processing method corresponding to the conversion rate matching the reference conversion rate of the reference user for the pushed content is acquired based on the mapping relationship, and the acquired processing method is determined as the processing method of the pushed content by the electronic device.
  • the processing method may include displaying the pushed content to the target user, shielding the pushed content, controlling the display duration of the pushed content, controlling the display times of the pushed content, and controlling the display time of the pushed content, etc., which are not limited here.
  • the electronic device receives the push content to be displayed to the target user, and obtains the user who matches the target user's user portrait as the reference user according to the user portrait of the target user, and obtains the reference user target
  • the conversion rate of the pushed content is used as the reference conversion rate
  • the processing method of the pushed content is determined based on the reference conversion rate, so that when the pushed content is received, the reference user is obtained according to the user portrait and the reference conversion rate of the reference user for the pushed content is obtained, and Determine the processing method of the pushed content based on the reference conversion rate, so as to increase the conversion rate of the displayed push content and improve the user experience.
  • FIG. 3 shows a schematic flowchart of a method for processing push content provided by another embodiment of the present application. This method is applied to the above-mentioned electronic equipment. The following will describe the process shown in FIG. 3 in detail.
  • the method for processing the pushed content may specifically include the following steps:
  • Step S201 The electronic device receives the push content to be displayed to the target user.
  • Step S202 Obtain a user who matches the user portrait of the target user as a reference user according to the user portrait of the target user.
  • step S201 to step S202 please refer to step S101 to step S102, which will not be repeated here.
  • FIG. 4 shows a schematic flowchart of step S202 of the method for processing push content shown in FIG. 3 of the present application.
  • the process shown in Figure 4 will be described in detail below.
  • the user profile includes basic attributes, interest preferences, payment behavior, and push conversion rate.
  • the method may specifically include the following steps:
  • Step S2021 According to the basic attribute of the target user, search for a user matching the basic attribute of the target user as the reference user.
  • the user portrait of the target user may include the basic attributes of the target user.
  • the basic attributes of the target user may be acquired, where the basic attributes of the target user may include at least one of the age and gender of the target user. It is understandable that the basic attributes of the target user can be used to characterize the target user's acceptance of the content pushed by the electronic device. For example, users of different ages have different acceptance of the content pushed by the electronic device, and users of different genders have different acceptance of the content pushed by the electronic device. The level of acceptance of the pushed content varies. Specifically, the older the age, the lower the acceptance of the pushed content, etc., which will not be repeated here.
  • the basic attributes of the target user can be obtained from the information entered by the target user, for example, obtained from the ID information entered by the target user, obtained from the face information entered by the target user, etc., which are not limited here. .
  • the electronic device may search for users matching the basic attributes of the target user as the reference user based on the basic attributes of the target user. For example, if the basic attribute of the target user is the age of the target user, users that match the age of the target user can be found as the reference user; if the basic attribute of the target user is the gender of the target user, it can be found to match the gender of the target user As reference users.
  • Step S2022 According to the interest preference of the target user, search for a user matching the interest preference of the target user as the reference user.
  • the user portrait of the target user may include the interest preference of the target user.
  • the interest preference of the target user can be obtained, where the interest preference of the target user can be used to characterize the content or type that the target user likes. For example, if the interest preference of the target user is games, the interest of the target user is Preferences can be used to characterize the target user's preference for games. If the target user's interest preference is movies, the target user's interest preference can be used to characterize the target user's preference for movies, etc., which is not limited here.
  • the interest preferences of the target user can be obtained from the information entered by the target user, for example, from the ID information entered by the target user, or can be obtained by analyzing the behavior and habits of the target user, for example, by analyzing the behavior of the target user. Obtained by analyzing the content browsed or downloaded by the target user.
  • the electronic device may search for a user matching the interest preference of the target user as a reference user based on the interest preference of the target user. For example, if the interest preference of the target user is games, users who also like games can be searched as reference users; if the interest preference of the target user is movies, users who also like movies can be searched as reference users.
  • Step S2023 According to the payment behavior of the target user, search for a user matching the payment behavior of the target user as the reference user.
  • the user portrait of the target user may include the payment behavior of the target user.
  • the payment behavior of the target user can be obtained.
  • the payment behavior of the target user can be used to characterize the payment ability or payment intention of the target user for paid content. For example, if the payment behavior of the target user is frequent, the target user Of paid content has a higher ability to pay or has a higher intention to pay.
  • the payment behavior of the target user can be obtained from the information entered by the target user, for example, from the ID information entered by the target user, or it can be obtained by analyzing the behavior and habits of the target user, for example, by analyzing the behavior of the target user.
  • the content, frequency, and amount paid by the target user are analyzed and obtained.
  • the electronic device may find a user who matches the payment behavior of the target user as a reference user based on the payment behavior of the target user. For example, if the target user has frequent payment behaviors, users with the same frequent payment behaviors can be found as reference users.
  • Step S2024 According to the push conversion rate of the target user, search for a user matching the push conversion rate of the target user as the reference user.
  • the user portrait of the target user may include the push conversion rate of the target user.
  • the push conversion rate of the target user can be obtained, where the push conversion rate of the target user can be used to characterize the conversion of the target user to the previously pushed content. For example, if the push conversion rate of the target user is higher, The target user's conversion to the pushed content is better, for example, the user's click-through rate and download rate for the pushed content are higher.
  • the push conversion rate of the target user can be obtained from the information entered by the target user, for example, from the ID information entered by the target user, or can be obtained by analyzing the behavior and habits of the target user, for example, by Analyze and obtain the target user's behaviors such as clicking, downloading, and jumping on the pushed content.
  • the electronic device may find a user who matches the push conversion rate of the target user as a reference user based on the push conversion rate of the target user. For example, if the target user's push conversion rate is higher, users with the same high push conversion rate can be found as reference users.
  • the user portrait of the target user may also include other more information.
  • the user portrait of the target user may also include the degree of activity of the target user with respect to the application, which will not be repeated here.
  • Step S203 Obtain the type to which the pushed content belongs.
  • the electronic device can obtain the type of the pushed content. Taking the push content as a push application as an example, the electronic device can obtain the type of the push application. Specifically, the electronic device can establish a mapping relationship between the push application and the type in advance, and generate a mapping relationship table and store it in the electronic device. As shown in table 2. Among them, the mapping relationship between the push application and the type can be manually associated by the user, can be automatically associated by the electronic device or automatically associated by the server, etc., which is not limited here, and the mapping relationship between the push application and the type can include a push The application corresponds to one type, or multiple push applications correspond to one type, etc., which are not limited here.
  • the push application can be compared with the multiple applications pre-stored in the mapping relationship table one by one to obtain an application matching the received push application, and then according to all The mapping relationship table is described, and the type corresponding to the application is searched, so that the type of the received push application can be obtained.
  • the mapping relationship table includes the mapping relationship between WeChat and instant messaging, that is to say, WeChat is stored under the application in the mapping table, and the instant messaging category is stored under the type, and the WeChat and instant messaging are related
  • the received push application is WeChat
  • the received push application can be matched with the application stored in the mapping table. Understandably, the received push application can be matched with the mapping table. Matches the WeChat, and then finds that the type of the received push application is an instant messaging type.
  • the received push application when the received push application is compared with multiple pre-stored applications in the mapping relationship table and the matching fails, that is, when the application program in the mapping relationship table does not store the corresponding
  • the package name of the received push application can be obtained. Since the package name includes various information related to the received push application, the package name can be analyzed to obtain the package name. The manufacturer of the received push application included in the, and then search for other applications produced by the manufacturer, look up the types of other applications in the mapping relationship table, and use the types of the other applications as the received push application Types of.
  • Step S204 Obtain the conversion rate of the reference user for the type as the reference conversion rate.
  • the conversion rate of the reference user for the type can be obtained, and the conversion rate of the reference user for the type is used as the reference conversion rate.
  • the conversion rate of the reference user for the type can be obtained, which is not limited here.
  • FIG. 5 shows a schematic flowchart of step S204 of the method for processing push content shown in FIG. 3 of the present application.
  • the process shown in FIG. 5 will be described in detail below, and the method may specifically include the following steps:
  • Step S2041 Determine whether the type is a designated violation type.
  • the electronic settings may preset and store a designated violation type, and the designated violation type is used as a basis for judging the type of the pushed content.
  • the designated violation type can be a comprehensive and multi-dimensional violation type constructed based on regional laws and regulations, national laws and regulations, operating rules, user rules, etc., and the constructed violation type is stored in an electronic device as the designated violation type.
  • the designated violation type can be created in accordance with regional laws and regulations, national laws and regulations, such as the type of illegal images, the types of illegal text, the types of illegal audio, the types of illegal videos, the types of illegal applications, etc., and it can be set according to operating rules.
  • Types of illegal links, types of illegal applications, etc. can also be created based on the types of illegal images, types of illegal text, types of illegal audio, types of illegal videos, and types of illegal applications set by user rules, which are not limited here. .
  • the type of the pushed content can be compared with the designated violation type to determine whether the type of the pushed content is the designated violation type.
  • the number of designated violation types may be multiple, and the type of the pushed content can be compared with the multiple designated violation types.
  • the type of the pushed content and any of the multiple designated violation types When the designated violation types are consistent, the type of the pushed content can be determined to be the designated violation type.
  • the type of the pushed content and multiple designated violation types are inconsistent, it can be determined that the type of the pushed content is not the designated violation type.
  • Step S2042 When the type is not a designated violation type, obtain the conversion rate of the reference user for the type as the reference conversion rate.
  • the conversion rate of the reference user for this type can be obtained as the reference conversion rate for subsequent follow-up Step display judgment.
  • Step S2043 When the type is a designated violation type, shield the pushed content.
  • the judgment result indicates that the type of the pushed content is a specified violation type, it indicates that the pushed content is not allowed to be displayed to the target user, and the pushed content may be blocked, that is, the pushed content may not be displayed.
  • Step S205 Determine whether the reference conversion rate is greater than the first conversion rate.
  • the electronic settings may be preset and stored with a first conversion rate, which is used as a basis for determining whether the conversion rate is higher or lower.
  • a first conversion rate which is used as a basis for determining whether the conversion rate is higher or lower.
  • the conversion rate is greater than the first conversion rate, It can be considered that the conversion rate is high, and when the conversion rate is not greater than the first conversion rate, it can be considered that the conversion rate is low.
  • the first conversion rate is 40%.
  • the conversion rate is greater than 40%, the conversion rate can be considered to be high, and when the conversion rate is not greater than 40%, the conversion rate can be considered to be low.
  • the reference conversion rate can be compared with the first conversion rate to determine whether the reference conversion rate is greater than the first conversion rate, where, when the reference conversion rate is greater than the first conversion rate , It can be determined that the reference conversion rate is high, that is, the conversion effect of the reference user for the pushed content is better, when the reference conversion rate is not greater than the first conversion rate, it can be determined that the reference conversion rate is low, that is, the conversion effect of the reference user for the pushed content Poor.
  • Step S206 When the reference conversion rate is greater than the first conversion rate, display the pushed content to the target user.
  • the judgment result indicates that the reference conversion rate is greater than the first conversion rate, that is, when the conversion effect of the reference user for the pushed content is better, it can be considered that the target user's conversion effect for the pushed content will also be better. Therefore, the content can be pushed to the target user.
  • FIG. 6 shows a schematic flowchart of an embodiment of step S206 of the method for processing push content shown in FIG. 3 of the present application.
  • the process shown in FIG. 6 will be described in detail below, and the method may specifically include the following steps:
  • Step S2061A When the reference conversion rate is greater than the first conversion rate, determine whether the reference conversion rate is greater than a second conversion rate, where the second conversion rate is greater than the first conversion rate.
  • the electronic device may also preset and store a second conversion rate, and the second conversion rate is used as a judgment basis for a high or high conversion rate.
  • the conversion rate when the conversion rate is greater than the first conversion rate and not greater than the second conversion rate, it can be considered that the conversion rate is high, and when the conversion rate is greater than the second conversion rate, it can be considered that the conversion rate is high.
  • the first conversion rate is 40%
  • the second conversion rate is 80%.
  • the conversion rate is greater than 40% and not greater than 80%
  • the conversion rate can be considered as high.
  • the conversion rate is greater than 80%
  • the conversion rate can be considered as high.
  • the conversion rate is high.
  • the reference conversion rate when it is determined that the reference conversion rate is greater than the first conversion rate, the reference conversion rate can be compared with the second conversion rate to determine whether the reference conversion rate is greater than the second conversion rate, where, when the reference conversion rate is greater than When the second conversion rate is used, it can be determined that the reference conversion rate is very high, that is, the conversion effect of the reference user for the pushed content is very good. When the reference conversion rate is not greater than the second conversion rate, it can be determined that the reference conversion rate is good, that is, the reference user targets The conversion effect of pushed content is better.
  • Step S2062A When the reference conversion rate is greater than the second conversion rate, display the pushed content to the target user.
  • the judgment result indicates that the reference conversion rate is greater than the second conversion rate, that is, when the conversion effect of the reference user for the pushed content is good, it can be considered that the target user's conversion effect for the pushed content will also be good. Therefore, the content can be pushed to the target user.
  • Step S2063A When the reference conversion rate is not greater than the second conversion rate, obtain the number of times the pushed content has been displayed to the target user.
  • the judgment result indicates that the reference conversion rate is not greater than the second conversion rate, that is, it indicates that the reference user has a better conversion effect for the pushed content
  • it can be considered that the target user has a higher conversion rate for the pushed content.
  • the push content will not be converted. Therefore, in this embodiment, in order to reduce the user's troubles caused by frequent push of push content that is not suitable for the target user, the number of times the push content is pushed can be controlled, and specifically, the number of times the push content has been displayed to the target user can be obtained.
  • the preset time period It can be set manually by the user or automatically set by the electronic device, which is not limited here.
  • the electronic device may preset and store a threshold of times, and the threshold of times is used as a basis for judging the times that the pushed content has been displayed to the target user. Therefore, in this embodiment, after obtaining the number of times the pushed content has been shown to the target user, the number of times the pushed content has been shown to the target user can be compared with the threshold of times to determine that the pushed content has been shown to the target user. Whether the number of times reaches the number threshold.
  • Step S2064A When the number of times reaches the number threshold, shield the pushed content.
  • the judgment result indicates that the number of times that the pushed content has been displayed to the target user reaches the threshold of times, it can be considered that the number of pushes is too much. Therefore, in order to reduce the trouble caused to the user, the pushed content can be blocked.
  • Step S2065A When the number of times does not reach the number threshold, display the pushed content to the target user.
  • the number of pushes can be considered appropriate. Therefore, in order to increase the conversion rate of the pushed content, the pushed content can be displayed to the target user.
  • FIG. 7 shows a schematic flowchart of another embodiment of step S206 of the method for processing push content shown in FIG. 3 of the present application.
  • the process shown in FIG. 7 will be described in detail below.
  • the user portrait includes a content display preference portrait, and the method may specifically include the following steps:
  • Step S2061B When the reference conversion rate is greater than the first conversion rate, determine the content display mode corresponding to the content display preference portrait of the target user based on the content display preference portrait of the target user.
  • the user portrait of the target user can also be used to characterize the target user's display preference for the content displayed by the electronic device.
  • the user portrait can be used to characterize the target user's preference for the display position of the content displayed by the electronic device.
  • the preference of the display size of the displayed content, the preference of the display color of the displayed content, the preference of the display duration of the displayed content, etc., are not limited here.
  • the electronic device when it determines that the reference conversion rate is greater than the first conversion rate, it may determine the content display mode corresponding to the content display preference portrait of the target user according to the content display preference portrait of the target user. It is understandable that the content display mode determined according to the content display preference portrait of the target user corresponds to the display preference of the target user for the content displayed by the electronic device. For example, if the content display preference portrait represents that the target user’s preference for the display position of the content displayed by the electronic device is the upper left of the electronic device, then the display position corresponding to the content display mode determined according to the content display preference portrait of the target user is The upper left of the electronic device. For another example, if the content display preference portrait represents that the target user's preference for the display color of the content displayed by the electronic device is red, then the display color corresponding to the content display mode determined according to the content display preference portrait of the target user is red.
  • the mapping relationship between content display preference portraits and content display modes may be established in advance.
  • the mapping relationship may include multiple content display preference portraits and multiple content display modes, where multiple content presentations Preference portraits can correspond to multiple content display modes, multiple content display preference portraits can correspond to one content display mode, one content display preference portrait can correspond to multiple content display modes, and so on.
  • the content display preference portrait of the target user can be obtained, and the content display preference portrait of the target user can be compared with multiple content display preference portraits in the pre-established mapping relationship to obtain the content display of the target user.
  • the content display preference portrait matched by the preference profile is obtained, and the content display method corresponding to the content display preference profile matching the content display preference profile of the target user is obtained based on the mapping relationship, and the obtained content display method is determined as the content display preference profile of the target user The corresponding content display method.
  • Content display preference portrait Content display method
  • Content display preference portrait 1 Content display method 1
  • Content display preference portrait 2 Content display mode 2
  • Content display preference portrait 3 Content display mode 3
  • Step S2062B Display the pushed content to the target user based on the content display mode.
  • the push content to be displayed to the target user may be displayed to the target user based on the determined content display mode, thereby enabling the display of the push content
  • the method is more in line with user preferences and can improve the conversion rate and user experience of the pushed content.
  • the push content may be adjusted based on the content display mode, so that the adjusted display mode of the push content is consistent with the content display mode. For example, if the font size of the pushed content is font size 4, and the determined font size of the content display method is font size 5, then the font size of the pushed content can be adjusted from font size 4 to font size 5 to make the adjustment
  • the font size of the pushed content is the same as the font size of the content display method.
  • Step S207 When the reference conversion rate is not greater than the first conversion rate, shield the pushed content.
  • the judgment result indicates that the reference conversion rate is not greater than the first conversion rate, that is, when the conversion effect of the reference user for the pushed content is poor, it can be considered that the target user's conversion effect for the pushed content will also be poor. Therefore, it is not necessary to target the push content to the target user, that is, the push content can be blocked.
  • the method for processing pushed content obtained by another embodiment of the present application obtains the type of the pushed content, and obtains a reference for the type of the pushed content.
  • the conversion rate is used as the reference conversion rate, thereby increasing the success rate of obtaining the reference conversion rate.
  • this embodiment also displays the push content to the target user when the reference conversion rate is greater than the first conversion rate, and blocks the push content when the reference conversion rate is not greater than the first conversion rate, so as to increase the conversion rate of the displayed push content. user experience.
  • FIG. 8 shows a schematic flowchart of a method for processing push content according to another embodiment of the present application. This method is applied to the above-mentioned electronic equipment. The following will elaborate on the process shown in FIG. 8.
  • the method for processing the pushed content may specifically include the following steps:
  • Step S301 The electronic device receives the push content to be displayed to the target user.
  • Step S302 Obtain a user who matches the user portrait of the target user as a reference user according to the user portrait of the target user.
  • Step S303 Obtain the conversion rate of the reference user for the pushed content as a reference conversion rate.
  • step S301 to step S303 please refer to step S101 to step S103, which will not be repeated here.
  • Step S304 Input the user portrait of the target user into a trained regression model, where the trained regression model is performed by regressing the user portrait of the reference user and the conversion rate of the reference user for the pushed content Fitting is obtained.
  • the electronic device may input the user portrait into a trained regression model, where the trained regression model is based on the user portrait of the reference user and the reference user’s push
  • the conversion rate of the content is obtained by regression fitting.
  • the training data set is first collected, where the attributes or characteristics of one type of data in the training data set are distinguished from another type of data, and then the collected training data set is subjected to regression analysis , So as to summarize the rules based on the training data set, and get the trained regression model.
  • one type of data in the training data set is the user portrait of the reference user as an independent variable
  • the other type of data is the conversion rate of the reference user for the pushed content, as a dependent variable, to the user portrait and reference of the reference user
  • the user performs regression analysis on the conversion rate of the pushed content, and the correlation between the user portrait of the reference user and the conversion rate of the reference user for the pushed content can be obtained, and then the trained regression model can be obtained.
  • regression analysis is a method of statistically analyzing data, the purpose is to understand whether the variables are related, the direction and intensity of the correlation, and to establish a mathematical model to observe specific variables to predict the variables of interest to the researcher.
  • FIG. 9 shows a schematic flowchart of step S304 of the method for processing push content shown in FIG. 8 of the present application.
  • the process shown in FIG. 9 will be described in detail below, and the method may specifically include the following steps:
  • Step S3041 Perform principal component analysis on the user portrait of the target user, and obtain a key user portrait from the user portrait of the target user.
  • the number of user portraits of the target user is multiple, and the multiple user portraits may include attribute information related to the conversion of the target user to the pushed content, such as age information, gender information, interest preferences, and payment behavior. It may also include attribute information that is not related to the target user’s conversion of the pushed content, such as height information, weight information, and vision information. Therefore, in this embodiment, principal component analysis can be performed on the user portrait to simplify the user portrait, and the key user portrait can be obtained from the user portrait, where the key user portrait is attribute information related to the conversion of the target user to the pushed content.
  • principal component analysis is a method of statistical analysis and simplification of data sets. It uses orthogonal transformation to linearly transform the observations of a series of possible related variables, thereby projecting the values of a series of linear unrelated variables. Unrelated variables are called principal components.
  • Step S3042 Input the key user portrait into the trained regression model.
  • the key user portrait can be input into the trained regression model to make the input user portrait more accurate, so that the obtained probability is more accurate.
  • Step S305 Obtain the probability of the target user converting the pushed content output by the trained regression model.
  • the trained regression model after the trained regression model receives the input of the user portrait of the target user, it can process the user portrait of the target user and output the probability that the target user converts the pushed content. Accordingly, the electronic device can obtain the user portrait of the target user. The probability that the target user converts the pushed content output by the trained regression model.
  • Step S306 Determine a processing method for the pushed content based on the probability.
  • the processing method for the pushed content can be determined based on the probability. For example, when the probability is high, it is determined to show the push content to the target user, and when the probability is low, the push content is blocked.
  • the method for processing pushed content provided in another embodiment of the present application also inputs the user portrait of the target user into the trained regression model, and obtains the trained regression model. Based on the probability that the target user converts the pushed content output by the regression model, the processing method of the pushed content is determined based on the probability, thereby improving the accuracy and efficiency of the pushed content processing.
  • FIG. 10 shows a block diagram of a device 300 for processing push content provided by an embodiment of the present application.
  • the device 300 for processing push content is applied to the above-mentioned electronic equipment. The following will describe the block diagram shown in FIG. 10.
  • the device 300 for processing push content includes: a push content receiving module 310, a reference user acquisition module 320, and a reference conversion rate.
  • the obtaining module 330 and the processing method determining module 340 wherein:
  • the push content receiving module 310 is used for the electronic device to receive push content to be displayed to the target user.
  • the reference user obtaining module 320 is configured to obtain a user who matches the user portrait of the target user as a reference user according to the user portrait of the target user.
  • the reference user acquisition module 320 includes: a first reference user acquisition submodule, a second reference user acquisition submodule, and a third reference user The acquisition sub-module and the fourth reference user acquisition sub-module, where:
  • the first reference user acquisition sub-module is configured to find a user who matches the basic attribute of the target user as the reference user according to the basic attribute of the target user.
  • the second reference user acquisition sub-module is configured to find a user who matches the interest preference of the target user as the reference user according to the interest preference of the target user.
  • the third reference user acquisition sub-module is configured to find a user who matches the payment behavior of the target user as the reference user according to the payment behavior of the target user.
  • the fourth reference user acquisition sub-module is configured to find a user who matches the push conversion rate of the target user as the reference user according to the push conversion rate of the target user.
  • the reference conversion rate obtaining module 330 is configured to obtain the conversion rate of the reference user for the pushed content as a reference conversion rate.
  • the reference conversion rate obtaining module 330 includes: a type obtaining sub-module and a reference conversion rate obtaining sub-module, wherein:
  • the type acquisition sub-module is used to acquire the type to which the pushed content belongs.
  • the reference conversion rate obtaining sub-module is configured to obtain the conversion rate of the reference user for the type as the reference conversion rate.
  • the reference conversion rate obtaining sub-module includes: a type judging unit, a reference conversion rate obtaining unit, and a fourth pushing content blocking unit, wherein:
  • the type judgment unit is used to judge whether the type is a designated violation type.
  • the reference conversion rate obtaining unit is configured to obtain the conversion rate of the reference user for the type as the reference conversion rate when the type is not a designated violation type.
  • the fourth pushed content shielding unit is configured to shield the pushed content when the type is a designated violation type.
  • the processing method determining module 340 is configured to determine a processing method for the pushed content based on the reference conversion rate.
  • processing method determining module 340 includes: a reference conversion rate judgment sub-module, a pushed content display sub-module, and a pushed content blocking sub-module, wherein:
  • the reference conversion rate judgment sub-module is used to judge whether the reference conversion rate is greater than the first conversion rate.
  • the push content display submodule is configured to display the push content to the target user when the reference conversion rate is greater than the first conversion rate.
  • the pushed content display submodule includes: a reference conversion rate judgment unit, a first pushed content display unit, a frequency acquisition unit, a pushed content shielding unit, and a second pushed content display unit, wherein:
  • a reference conversion rate judging unit configured to determine whether the reference conversion rate is greater than a second conversion rate when the reference conversion rate is greater than the first conversion rate, wherein the second conversion rate is greater than the first conversion rate rate.
  • the first pushed content display unit is configured to display the pushed content to the target user when the reference conversion rate is greater than the second conversion rate.
  • the number acquisition unit is configured to acquire the number of times the push content has been displayed to the target user when the reference conversion rate is not greater than the second conversion rate.
  • the frequency obtaining unit includes: a frequency obtaining subunit, wherein:
  • the number acquisition subunit is configured to acquire the number of times the push content has been displayed to the target user within a preset time period when the reference conversion rate is not greater than the second conversion rate.
  • the pushed content shielding unit is configured to shield the pushed content when the number of times reaches the number threshold.
  • the second pushed content display unit is configured to display the pushed content to the target user when the number of times does not reach the number threshold.
  • the user portrait includes a content display preference portrait
  • the push content display sub-module includes: a content display mode determination unit and a third push content display unit, wherein:
  • the content display mode determining unit is configured to determine a content display mode corresponding to the content display preference portrait of the target user based on the content display preference portrait of the target user when the reference conversion rate is greater than the first conversion rate .
  • the third pushed content display unit is configured to display the pushed content to the target user based on the content display mode.
  • the push content shielding submodule is configured to shield the push content when the reference conversion rate is not greater than the first conversion rate.
  • processing mode determination module 340 includes: a user portrait input sub-module, a probability acquisition sub-module, and a processing mode determination sub-module, wherein:
  • the user portrait input sub-module is used to input the user portrait of the target user into a trained regression model.
  • the trained regression model is based on the user portrait of the reference user and the reference user’s response to the push content
  • the conversion rate is obtained by regression fitting.
  • the user portrait input sub-module includes: a user portrait analysis unit and a user portrait input unit, wherein:
  • the user portrait analysis unit is used to perform principal component analysis on the user portrait of the target user, and obtain a key user portrait from the user portrait of the target user.
  • the user portrait input unit is used to input the key user portrait into the trained regression model.
  • the probability acquisition sub-module is used to acquire the probability that the target user output by the trained regression model converts the pushed content.
  • the processing mode determination sub-module is configured to determine the processing mode for the pushed content based on the probability.
  • the coupling between the modules may be electrical, mechanical or other forms of coupling.
  • each functional module in each embodiment of the present application may be integrated into one processing module, or each module may exist alone physically, or two or more modules may be integrated into one module.
  • the above-mentioned integrated modules can be implemented in the form of hardware or software function modules.
  • FIG. 11 shows a structural block diagram of an electronic device 100 provided by an embodiment of the present application.
  • the electronic device 100 may be an electronic device capable of running application programs, such as a smart phone, a tablet computer, or an e-book.
  • the electronic device 100 in this application may include one or more of the following components: a processor 110, a memory 120, and one or more application programs.
  • One or more application programs may be stored in the memory 120 and configured to be Or multiple processors 110 execute, and one or more programs are configured to execute the method described in the foregoing method embodiment.
  • the processor 110 may include one or more processing cores.
  • the processor 110 uses various interfaces and lines to connect various parts of the entire electronic device 100, and executes by running or executing instructions, programs, code sets, or instruction sets stored in the memory 120, and calling data stored in the memory 120.
  • Various functions and processing data of the electronic device 100 may adopt at least one of Digital Signal Processing (DSP), Field-Programmable Gate Array (FPGA), and Programmable Logic Array (PLA).
  • DSP Digital Signal Processing
  • FPGA Field-Programmable Gate Array
  • PDA Programmable Logic Array
  • the processor 110 may integrate one or a combination of a central processing unit (CPU), a graphics processing unit (GPU), a modem, and the like.
  • the CPU mainly processes the operating system, user interface, and application programs; the GPU is used to render and draw the content to be displayed; the modem is used to process wireless communication. It can be understood that the above-mentioned modem may not be integrated into the processor 110, but may be implemented by a communication chip alone.
  • the memory 120 may include random access memory (RAM) or read-only memory (Read-Only Memory).
  • the memory 120 may be used to store instructions, programs, codes, code sets or instruction sets.
  • the memory 120 may include a program storage area and a data storage area, where the program storage area may store instructions for implementing the operating system and instructions for implementing at least one function (such as touch function, sound playback function, image playback function, etc.) , Instructions used to implement the following various method embodiments, etc.
  • the data storage area can also store data (such as phone book, audio and video data, chat record data) created by the terminal 100 during use.
  • FIG. 12 shows a structural block diagram of a computer-readable storage medium provided by an embodiment of the present application.
  • the computer-readable medium 400 stores program code, and the program code can be invoked by a processor to execute the method described in the foregoing method embodiment.
  • the computer-readable storage medium 400 may be an electronic memory such as flash memory, EEPROM (Electrically Erasable Programmable Read Only Memory), EPROM, hard disk, or ROM.
  • the computer-readable storage medium 400 includes a non-transitory computer-readable storage medium.
  • the computer-readable storage medium 400 has a storage space for executing the program code 410 of any method step in the above-mentioned method. These program codes can be read from or written into one or more computer program products.
  • the program code 410 may be compressed in a suitable form, for example.
  • the method, device, electronic device, and storage medium for processing push content provided in the embodiments of the present application.
  • the electronic device receives the push content to be displayed to the target user, and obtains the user who is related to the target user according to the user portrait of the target user.
  • the user who matches the profile is used as the reference user, the conversion rate of the reference user for the pushed content is obtained as the reference conversion rate, and the processing method for the pushed content is determined based on the reference conversion rate, so that when the push content is received, the reference user and Obtain the reference conversion rate of the reference user for the pushed content, and determine the processing method for the pushed content based on the reference conversion rate, so as to increase the conversion rate of the displayed pushed content and improve the user experience.

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Abstract

The present application relates to the technical field of electronic devices. Disclosed are a push content processing method and apparatus, and an electronic device and a storage medium. The method is applied to the electronic device, and comprises: an electronic device receives push content to be displayed to a target user; obtaining a user matching a user portrait of a target user as a reference user according to the user portrait of the target user; obtaining a conversion rate of the reference user for the push content as a reference conversion rate; and determining a processing mode of the push content on the basis of the reference conversion rate. According to the push content processing method and apparatus, and the electronic device and the storage medium provided in embodiments of the present application, when the push content is received, the reference user is obtained according to the user portrait, the reference conversion rate of the reference user for the push content is obtained, and the processing mode of the push content is determined on the basis of the reference conversion rate, so that the conversion rate of the displayed push content and user experience are improved.

Description

推送内容的处理方法、装置、电子设备以及存储介质Processing method, device, electronic equipment and storage medium for pushing content 技术领域Technical field
本申请涉及电子设备技术领域,更具体地,涉及一种推送内容的处理方法、装置、电子设备以及存储介质。This application relates to the technical field of electronic equipment, and more specifically, to a method, device, electronic equipment, and storage medium for processing push content.
背景技术Background technique
随着科学技术的发展,电子设备的使用越来越广泛,功能越来越多,已经成为人们日常生活中的必备之一。目前,电子设备可以用于展示各种内容,以供用户阅读或使用。With the development of science and technology, electronic devices are used more and more widely, with more and more functions, and they have become one of the must-haves in people's daily life. Currently, electronic devices can be used to display various contents for users to read or use.
发明内容Summary of the invention
鉴于上述问题,本申请提出了一种推送内容的处理方法、装置、电子设备以及存储介质,以解决上述问题。In view of the above-mentioned problems, this application proposes a method, device, electronic device, and storage medium for processing push content to solve the above-mentioned problems.
第一方面,本申请实施例提供了一种推送内容的处理方法,应用于电子设备,所述方法包括:所述电子设备接收待展示给目标用户的推送内容;根据所述目标用户的用户画像,获取与所述目标用户的用户画像匹配的用户作为参考用户;获取所述参考用户针对所述推送内容的转化率作为参考转化率;基于所述参考转化率确定对所述推送内容的处理方式。In the first aspect, an embodiment of the present application provides a method for processing push content, which is applied to an electronic device, and the method includes: the electronic device receives push content to be displayed to a target user; and according to the user profile of the target user Obtain a user who matches the user profile of the target user as a reference user; obtain a conversion rate of the reference user for the pushed content as a reference conversion rate; determine a processing method for the pushed content based on the reference conversion rate .
第二方面,本申请实施例提供了一种推送内容的处理装置,应用于电子设备,所述装置包括:推送内容接收模块,用于所述电子设备接收待展示给目标用户的推送内容;参考用户获取模块,用于根据所述目标用户的用户画像,获取与所述目标用户的用户画像匹配的用户作为参考用户;参考转化率获取模块,用于获取所述参考用户针对所述推送内容的转化率作为参考转化率;处理方式确定模块,用于基于所述参考转化率确定对所述推送内容的处理方式。In the second aspect, an embodiment of the present application provides a device for processing push content, which is applied to an electronic device, and the device includes: a push content receiving module for the electronic device to receive push content to be displayed to a target user; reference The user acquisition module is used to obtain the user who matches the user portrait of the target user as the reference user according to the user portrait of the target user; the reference conversion rate acquisition module is used to obtain the reference user’s information regarding the pushed content The conversion rate is used as a reference conversion rate; the processing mode determination module is configured to determine a processing mode for the pushed content based on the reference conversion rate.
第三方面,本申请实施例提供了一种电子设备,包括存储器和处理器,所述存储器耦接到所述处理器,所述存储器存储指令,当所述指令由所述处理器执行时所述处理器执行上述方法。In a third aspect, an embodiment of the present application provides an electronic device including a memory and a processor, the memory is coupled to the processor, the memory stores instructions, and the instructions are executed when the instructions are executed by the processor. The processor executes the above method.
第四方面,本申请实施例提供了一种计算机可读取存储介质,所述计算机可读取存储介质中存储有程序代码,所述程序代码可被处理器调用执行上述方法。In a fourth aspect, an embodiment of the present application provides a computer-readable storage medium, and the computer-readable storage medium stores program code, and the program code can be invoked by a processor to execute the foregoing method.
本申请实施例提供的推送内容的处理方法、装置、电子设备以及存储介质,电子设备接收待展示给目标用户的推送内容,根据目标用户的用户画像,获取与目标用户的用户画像匹配的用户作为参考用户,获取参考用户针对推送内容的转化率作为参考转化率,基于参考转化率确定对推送内容的处理方式,从而通过在接收到推送内容时,根据用户画像获取参考用户并获取参考用户针对推送内容的参考转化率,并基于参考转化率确定对推送内容的处理方式,以提高所展示的推送内容的转化率以及提升用户体验。The method, device, electronic device, and storage medium for processing push content provided by the embodiments of the present application. The electronic device receives push content to be displayed to the target user, and obtains the user who matches the target user's user portrait according to the user portrait of the target user as Reference user, obtain the conversion rate of the reference user for the pushed content as the reference conversion rate, and determine the processing method for the push content based on the reference conversion rate, so that when the push content is received, the reference user is obtained according to the user portrait and the reference user is obtained for the push The reference conversion rate of the content, and based on the reference conversion rate, determine the processing method of the pushed content, so as to increase the conversion rate of the displayed push content and improve the user experience.
附图说明Description of the drawings
为了更清楚地说明本申请实施例中的技术方案,下面将对实施例描述中所需要使用的附图作简单地介绍,显而易见地,下面描述中的附图仅仅是本申请的一些实施例,对于本领域技术人员来讲,在不付出创造性劳动的前提下,还可以根据这些附图获得其它的附图。In order to more clearly describe the technical solutions in the embodiments of the present application, the following will briefly introduce the drawings that need to be used in the description of the embodiments. Obviously, the drawings in the following description are only some embodiments of the present application. For those skilled in the art, other drawings can be obtained based on these drawings without creative work.
图1示出了可用于本申请实施例提供的推送内容的处理方法的应用环境示意图;FIG. 1 shows a schematic diagram of an application environment that can be used in a method for processing push content provided by an embodiment of the present application;
图2示出了本申请一个实施例提供的推送内容的处理方法的流程示意图;FIG. 2 shows a schematic flowchart of a method for processing push content provided by an embodiment of the present application;
图3示出了本申请又一个实施例提供的推送内容的处理方法的流程示意图;FIG. 3 shows a schematic flowchart of a method for processing push content provided by another embodiment of the present application;
图4示出了本申请的图3所示的推送内容的处理方法的步骤S202的流程示意图;FIG. 4 shows a schematic flowchart of step S202 of the method for processing push content shown in FIG. 3 of the present application;
图5示出了本申请的图3所示的推送内容的处理方法的步骤S204的流程示意图;FIG. 5 shows a schematic flowchart of step S204 of the method for processing pushed content shown in FIG. 3 of the present application;
图6示出了本申请的图3所示的推送内容的处理方法的步骤S206的一个实施例的流程示意图;FIG. 6 shows a schematic flowchart of an embodiment of step S206 of the method for processing push content shown in FIG. 3 of the present application;
图7示出了本申请的图3所示的推送内容的处理方法的步骤S206的又一个实施例 的流程示意图;Fig. 7 shows a schematic flowchart of another embodiment of step S206 of the method for processing push content shown in Fig. 3 of the present application;
图8示出了本申请再一个实施例提供的推送内容的处理方法的流程示意图;FIG. 8 shows a schematic flowchart of a method for processing push content provided by still another embodiment of the present application;
图9示出了本申请的图8所示的推送内容的处理方法的步骤S304的流程示意图;FIG. 9 shows a schematic flowchart of step S304 of the method for processing push content shown in FIG. 8 of the present application;
图10示出了本申请实施例提供的推送内容的处理装置的模块框图;FIG. 10 shows a block diagram of a module for a processing device for pushing content provided by an embodiment of the present application;
图11示出了本申请实施例用于执行根据本申请实施例的推送内容的处理方法的电子设备的框图;FIG. 11 shows a block diagram of an electronic device used to execute the method for processing pushed content according to an embodiment of the present application;
图12示出了本申请实施例的用于保存或者携带实现根据本申请实施例的推送内容的处理方法的程序代码的存储单元。Fig. 12 shows a storage unit for storing or carrying program code for implementing the method for processing push content according to the embodiment of the present application according to an embodiment of the present application.
具体实施方式Detailed ways
为了使本技术领域的人员更好地理解本申请方案,下面将结合本申请实施例中的附图,对本申请实施例中的技术方案进行清楚、完整地描述。In order to enable those skilled in the art to better understand the solutions of the present application, the technical solutions in the embodiments of the present application will be described clearly and completely in conjunction with the accompanying drawings in the embodiments of the present application.
运营方一般会通过向电子设备推送内容以达到运营目的。通常,运营方在推送前会获取用户画像,其中,用户画像又称用户角色,是一种勾画目标用户、联系用户诉求及设计方向的有效工具,用户画像在各领域得到了广泛的应用。用户画像通常包含多个维度的画像特征来表征用户的样子,对于促销活动,每个活动都需要对应一些用户画像特征,活动针对的所有用户画像特征即可形成活动画像,通过活动画像与用户画像进行对比,将包含活动画像的画像特征的用户画像圈进活动人群,即可生成促销活动的活动人群,以针对该活动人群进行活动投放,以实现目标用户的精准圈取,再进行统一、批量的推送,以提升推送内容的点击率与资源利用率,同时最小化无用推送信息对用户体验的负面影响。Operators generally push content to electronic devices to achieve operational goals. Usually, the operator will obtain the user portrait before the push. Among them, the user portrait, also known as the user role, is an effective tool for delineating the target user, contacting the user's appeal and design direction, and the user portrait has been widely used in various fields. User portraits usually contain multiple dimensions of portrait features to characterize the appearance of users. For promotional activities, each activity needs to correspond to some user portrait features. All user portrait features targeted by the activity can form an activity portrait. Through the activity portrait and the user portrait For comparison, circle the user portraits containing the portrait characteristics of the activity portraits into the activity crowd, and then generate the activity crowd for the promotion activity, and launch the activity for the activity crowd, so as to achieve the accurate circle of the target user, and then perform unified and batch To increase the click-through rate and resource utilization rate of the pushed content, and minimize the negative impact of useless push information on the user experience.
由于目前的目标用户圈取是通过人工操作的方式完成的,确定目标用户后即进行批量的推送,并展示在所有目标电子设备上,因此,目标用户圈取过度依赖于服务端对用户的筛选,并且在展示前缺乏一个对用户点击率预估的过程,存在用户特征筛选不完整、目标客户圈取不合理、把用户不感兴趣的内容展示给用户的可能性,从而影响用户体验并降低推送转化效果。比如,运营方希望把信息推送给用户群A,但用户群A中有的用户喜欢这条推送的概率会比较高,有的用户喜欢这条推送的概率较低,如果不通过二次筛选就把信息推送给喜欢这条信息的概率比较低的用户,则会拉低内容的转化率。Since the current target user entrapment is completed by manual operation, after the target user is determined, the batch will be pushed and displayed on all target electronic devices. Therefore, the target user entrapment is overly dependent on the server's screening of users. , And lack of a process of estimating the user's click-through rate before showing, there is the possibility of incomplete screening of user characteristics, unreasonable target customer circle, and showing the user uninterested content to the user, thereby affecting the user experience and reducing the push Conversion effect. For example, the operator wants to push information to user group A, but some users in user group A have a higher probability of liking this push, and some users have a lower probability of liking this push. If they do not pass the second screening, they will Pushing information to users with a low probability of liking this information will lower the conversion rate of the content.
针对上述问题,发明人经过长期的研究发现,并提出了本申请实施例提供的推送内容的处理方法、装置、电子设备以及存储介质,通过在接收到推送内容时,根据用户画像获取参考用户并获取参考用户针对推送内容的参考转化率,并基于参考转化率确定对推送内容的处理方式,以提高所展示的推送内容的转化率以及提升用户体验。其中,具体的推送内容的处理方法在后续的实施例中进行详细的说明。In response to the above problems, the inventor has discovered through long-term research and proposed the method, device, electronic equipment, and storage medium for processing push content provided by the embodiments of this application. When the push content is received, the reference user is obtained according to the user profile and the Obtain the reference conversion rate of the reference user for the pushed content, and determine the processing method for the pushed content based on the reference conversion rate, so as to increase the conversion rate of the displayed pushed content and improve the user experience. Among them, the specific method for processing the pushed content is described in detail in the subsequent embodiments.
下面将针对可用于本申请实施例提供的推送内容的处理方法的环境示意图进行描述。The following describes a schematic diagram of an environment that can be used in the method for processing push content provided in the embodiments of the present application.
请参阅图1,图1示出了可用于本申请实施例提供的推送内容的处理方法的应用环境示意图。其包括电子设备100和运营商服务器200,电子设备100和运营商服务器200通信连接以实现数据交互,例如,运营商服务器200可以发送推送内容至电子设备100。其中,电子设备100和运营商服务器200可以通过数据网络或无线网络连接,当电子设备100和运营商服务器200通过数据网络连接时,电子设备100和运营商服务器200可以通过2G网络、3G网络、4G网络、5G网络等连接,当电子设备100和运营商服务器200通过无线网络连接时,电子设备100和运营商服务器200可以通过无线保真WiFi网络连接,在此不做限定。其中,电子设备100可以为智能手机、平板电脑、穿戴式电子设备等,运营商服务器200可以为传统服务器,云服务器等,在此不做限定。Please refer to FIG. 1, which shows a schematic diagram of an application environment that can be used in the method for processing push content provided by an embodiment of the present application. It includes an electronic device 100 and an operator server 200, and the electronic device 100 and the operator server 200 are in communication connection to implement data interaction. For example, the operator server 200 can send push content to the electronic device 100. Wherein, the electronic device 100 and the operator server 200 can be connected via a data network or a wireless network. When the electronic device 100 and the operator server 200 are connected via a data network, the electronic device 100 and the operator server 200 can be connected via a 2G network, a 3G network, 4G network, 5G network, etc., when the electronic device 100 and the operator server 200 are connected through a wireless network, the electronic device 100 and the operator server 200 can be connected through a wireless fidelity WiFi network, which is not limited here. Among them, the electronic device 100 may be a smart phone, a tablet computer, a wearable electronic device, etc., and the operator server 200 may be a traditional server, a cloud server, etc., which is not limited herein.
请参阅图2,图2示出了本申请一个实施例提供的推送内容的处理方法的流程示意图。所述推送内容的处理方法用于通过在接收到推送内容时,根据用户画像获取参考用户并获取参考用户针对推送内容的参考转化率,并基于参考转化率确定对推送内容的处 理方式,以提高所展示的推送内容的转化率以及提升用户体验。在具体的实施例中,所述推送内容的处理方法应用于如图10所示的推送内容的处理装置300以及配置有所述推送内容的处理装置300的电子设备100(图11)。下面将以电子设备为例,说明本实施例的具体流程,当然,可以理解的,本实施例所应用的电子设备可以为智能手机、平板电脑、穿戴式电子设备等,在此不做限定。下面将针对图2所示的流程进行详细的阐述,所述推送内容的处理方法具体可以包括以下步骤:Please refer to FIG. 2, which shows a schematic flowchart of a method for processing push content provided by an embodiment of the present application. The method for processing the pushed content is used to obtain the reference user according to the user portrait and obtain the reference conversion rate of the reference user for the pushed content when the pushed content is received, and determine the processing method for the pushed content based on the reference conversion rate, so as to improve The conversion rate of the displayed push content and the improvement of user experience. In a specific embodiment, the method for processing pushed content is applied to the processing apparatus 300 for pushing content as shown in FIG. 10 and the electronic device 100 configured with the processing apparatus 300 for pushing content (FIG. 11 ). The following will take an electronic device as an example to describe the specific process of this embodiment. Of course, it is understandable that the electronic device applied in this embodiment may be a smart phone, a tablet computer, a wearable electronic device, etc., which is not limited here. The process shown in FIG. 2 will be described in detail below, and the method for processing the pushed content may specifically include the following steps:
步骤S101:所述电子设备接收待展示给目标用户的推送内容。Step S101: The electronic device receives the push content to be displayed to the target user.
在本实施例中,目标用户可以为电子设备对应的用户,即目标用户为电子设备对应的合法用户(主人)。例如,电子设备可以登录有用户身份认证标识(Identity document,ID),那么,可以将电子设备登录的用户ID对应的用户确定为目标用户。又例如,电子设备可以记录有生物特征解锁密码,例如,电子设备可以记录有指纹解锁密码、人脸解锁密码、虹膜解锁密码等,那么,可以将电子设备记录的生物特征解锁密码对应的用户确定为目标用户。In this embodiment, the target user may be a user corresponding to the electronic device, that is, the target user is a legal user (owner) corresponding to the electronic device. For example, the electronic device may be logged in with a user identity document (ID), then the user corresponding to the user ID logged in by the electronic device may be determined as the target user. For another example, the electronic device may record a biometric unlocking password. For example, the electronic device may record a fingerprint unlocking password, a face unlocking password, an iris unlocking password, etc., then the user corresponding to the biometric unlocking password recorded by the electronic device can be determined For the target user.
在一些实施方式中,电子设备可以接收运营商服务器发送的推送内容,并将接收到的推送内容作为待展示给目标用户的推送内容。其中,该推送内容可以包括广告、游戏、文章、音频、视频、链接等,在此不做限定。In some embodiments, the electronic device may receive the push content sent by the operator server, and use the received push content as the push content to be displayed to the target user. Among them, the push content may include advertisements, games, articles, audios, videos, links, etc., which are not limited here.
步骤S102:根据所述目标用户的用户画像,获取与所述目标用户的用户画像匹配的用户作为参考用户。Step S102: Obtain a user who matches the user portrait of the target user as a reference user according to the user portrait of the target user.
在一些实施方式中,电子设备可以预先获取目标用户的用户画像存储在本地,并在接收到待展示给目标用户的推送内容后,从本地读取目标用户的用户画像,也可以在接收到待展示给目标用户的推送内容后,从服务器获取目标用户的用户画像,在此不做限定。于本实施例中,该用户画像可以用于表征目标用户的兴趣偏好、支付行为、推送转化率等,例如,用户画像可以用于表征目标用户偏好的游戏类型、偏好的视频类型、购买力、对推送内容的点击率、对推送内容的下载率等。In some implementations, the electronic device may pre-acquire the user portrait of the target user and store it locally, and after receiving the push content to be displayed to the target user, read the user portrait of the target user locally, or it may receive the user portrait of the target user locally. After displaying the pushed content to the target user, the user portrait of the target user is obtained from the server, which is not limited here. In this embodiment, the user portrait can be used to characterize the target user’s interest preferences, payment behavior, push conversion rate, etc. For example, the user portrait can be used to characterize the target user’s preferred game type, preferred video type, purchasing power, and The click-through rate of the pushed content, the download rate of the pushed content, etc.
在一些实施方式中,电子设备对应的服务器可以预先获取并记录多个用户以及多个用户中的每个用户的用户画像,建立多个用户和多个用户画像之间的映射关系,如表1所示,该映射关系可以包括多个用户和多个用户画像,其中多个用户和多个用户画像可以一一对应、多个用户可以和一个用户画像对应、一个用户可以和多个用户画像对应等,在此不做限定。In some embodiments, the server corresponding to the electronic device may obtain and record the user portraits of multiple users and each of the multiple users in advance, and establish the mapping relationship between the multiple users and the multiple user portraits, as shown in Table 1. As shown, the mapping relationship can include multiple users and multiple user portraits, where multiple users can correspond to multiple user portraits, multiple users can correspond to one user portrait, and one user can correspond to multiple user portraits. Wait, it is not limited here.
表1Table 1
用户user 用户画像User portrait
用户1User 1 用户画像1User Portrait 1
用户2User 2 用户画像2User Portrait 2
用户3User 3 用户画像3User Portrait 3
在本实施例中,电子设备在获取到目标用户的用户画像后,可以根据目标用户的用户画像,获取与目标用户的用户画像匹配的用户作为参考用户。作为一种方式,电子设备在获取到目标用户的用户画像后,可以将目标用户的用户画像发送至服务器,以指示服务器基于该用户画像从多个用户中确定参考用户。具体地,在一些实施方式中,电子设备对应的服务器在接收到电子设备上传的目标用户的用户画像时,可以将目标用户的用户画像和预先建立的映射关系中的多个用户画像进行对比,以获取与目标用户的用户画像匹配的用户画像,再基于映射关系获取与目标用户的用户画像匹配的用户画像对应的用户,在确定与目标用户的用户画像匹配的用户画像对应的用户时,可以将该用户确定为参考用户。In this embodiment, after obtaining the user portrait of the target user, the electronic device may obtain a user who matches the user portrait of the target user as a reference user according to the user portrait of the target user. As a way, after acquiring the user portrait of the target user, the electronic device may send the user portrait of the target user to the server to instruct the server to determine the reference user from multiple users based on the user portrait. Specifically, in some embodiments, when the server corresponding to the electronic device receives the user portrait of the target user uploaded by the electronic device, it may compare the user portrait of the target user with multiple user portraits in the pre-established mapping relationship. To obtain the user portrait matching the user portrait of the target user, and then obtain the user corresponding to the user portrait matching the user portrait of the target user based on the mapping relationship. When determining the user corresponding to the user portrait matching the user portrait of the target user, you can Determine the user as the reference user.
以用户画像为兴趣偏好为例,电子设备可以将目标用户的兴趣偏好发送至服务器,以指示服务器从多个兴趣偏好中查找与目标用户的兴趣偏好匹配的兴趣偏好,并基于映射关系查 找与目标用户的兴趣偏好匹配的兴趣偏好对应的用户,将查找到的用户确定为参考用户。Taking the user portrait as the interest preference as an example, the electronic device can send the interest preference of the target user to the server to instruct the server to find the interest preference matching the interest preference of the target user from the multiple interest preferences, and search for the target based on the mapping relationship. The user whose interest preference matches the user's interest preference is determined as the reference user.
作为另一种方式,电子设备在获取到目标用户的用户画像后,可以将目标用户的用户画像和推送内容一起发送至服务器,以指示服务器基于该用户画像和推送内容从多个用户中确定参考用户,其中,所确定的参考用户为接收到过推送内容的用户,以提升所确定的参考用户的可靠性。具体地,在一些实施方式中,电子设备对应的服务器在接收到电子设备上传的目标用户的用户画像和推送内容时,可以先基于推送内容对多个用户进行筛选,以从多个用户中筛选出接收到过推送内容的用户,将从多个用户中筛选出的接收到过推送内容的用户确定为待参考用户,然后可以将目标用户的用户画像和预先建立的映射关系中的多个待参考用户的用户画像进行对比,以获取与目标用户的用户画像匹配的用户画像,再基于映射关系获取与目标用户的用户画像匹配的用户画像对应的待参考用户,在确定与目标用户的用户画像匹配的用户画像对应的待参考用户时,可以将该待参考用户确定为参考用户。As another way, after obtaining the user portrait of the target user, the electronic device can send the user portrait of the target user and the pushed content to the server to instruct the server to determine the reference from multiple users based on the user portrait and the pushed content Users, where the determined reference users are users who have received the pushed content, so as to improve the reliability of the determined reference users. Specifically, in some embodiments, when the server corresponding to the electronic device receives the user portrait and the pushed content of the target user uploaded by the electronic device, it may first filter multiple users based on the pushed content to filter from multiple users. Users who have received the pushed content are selected from the multiple users and the users who have received the pushed content are determined as the to-be-referenced users, and then the user portrait of the target user can be mapped to multiple to-be-referenced users in the pre-established mapping relationship. Compare the user portrait of the reference user to obtain the user portrait matching the user portrait of the target user, and then obtain the user to be referenced corresponding to the user portrait matching the user portrait of the target user based on the mapping relationship, and determine the user portrait of the target user When the matched user portrait corresponds to the user to be referenced, the user to be referenced may be determined as the reference user.
步骤S103:获取所述参考用户针对所述推送内容的转化率作为参考转化率。Step S103: Obtain the conversion rate of the reference user for the pushed content as a reference conversion rate.
在一些实施方式中,所确定的参考用户的数量为一个或多个。其中,当所确定的参考用户的数量为一个时,可以获取该一个参考用户针对推送内容的转化率,并将该一个参考用户针对推送内容的转化率作为参考转化率。当所确定的参考用户的数量为多个时,可以分别获取该多个参考用户针对推送内容的转化率,并基于每个参考用户针对推送内容的转化率计算多个参考用户针对推送内容的平均转化率,并将平均转化率作为参考转化率。In some embodiments, the number of determined reference users is one or more. Wherein, when the number of determined reference users is one, the conversion rate of the one reference user for the pushed content can be obtained, and the conversion rate of the one reference user for the pushed content can be used as the reference conversion rate. When the number of determined reference users is multiple, the conversion rate of the multiple reference users for the pushed content can be obtained separately, and the average conversion of the multiple reference users for the pushed content can be calculated based on the conversion rate of each reference user for the pushed content Rate, and use the average conversion rate as the reference conversion rate.
在一些实施方式中,服务器可以统计并记录推送内容发送给参考用户的次数和参考用户转化推送内容的次数,其中,参考用户转化推送内容包括从浏览到推送内容到点击跳转、从浏览到推送内容到点击下载,从浏览到推送内容到点击购买等,在此不做限定。作为一种方式,服务器在确定参考用户后,可以将记录的推送内容发送给参考用户的次数和参考用户转化推送内容的次数发送至电子设备,由电子设备计算参考用户针对推送内容的转化率作为参考转化率。作为另一种方式,服务器在确定参考用户后,可以基于记录的推送内容发送给参考用户的次数和参考用户转化推送内容的次数,计算参考用户针对推送内容的转化率并发送至电子设备,电子设备接收服务器发送的参考用户针对推送内容的转化率作为参考转化率。In some embodiments, the server may count and record the number of times the push content is sent to the reference user and the number of times the reference user converts the push content, where the push content of the reference user conversion includes from browsing to pushing content to clicking jump, from browsing to pushing From content to click to download, from browsing to pushing content to click to buy, etc., there is no limitation here. As a way, after determining the reference user, the server can send the recorded number of times the push content is sent to the reference user and the number of times the reference user converts the push content to the electronic device, and the electronic device calculates the conversion rate of the reference user for the pushed content as Reference conversion rate. As another way, after determining the reference user, the server can calculate the conversion rate of the reference user for the pushed content and send it to the electronic device based on the recorded number of times the push content is sent to the reference user and the number of times the reference user converts the push content. The device receives the conversion rate of the reference user for the pushed content sent by the server as the reference conversion rate.
步骤S104:基于所述参考转化率确定对所述推送内容的处理方式。Step S104: Determine a processing method for the pushed content based on the reference conversion rate.
在一些实施方式中,电子设备在获取到参考用户针对推送内容的参考转化率后,可以根据参考转化率确定对推送内容的处理方式。可以理解的是,由于参考用户和目标用户的用户画像匹配,因此,基于参考用户针对推送内容的参考转化率确定对推送内容的处理方式,可以使得处理方式更符合目标用户的喜好,可以提升推送内容的转化率和目标用户的体验。In some embodiments, after obtaining the reference conversion rate of the reference user for the pushed content, the electronic device may determine the processing method for the pushed content according to the reference conversion rate. It is understandable that because the user portraits of the reference user and the target user match, the method of processing the pushed content is determined based on the reference conversion rate of the reference user for the pushed content, which can make the processing method more in line with the preferences of the target user and improve the push The conversion rate of the content and the target user’s experience.
在一些实施方式中,可以预先建立参考转化率和处理方式的映射关系,该映射关系可以包括多个参考转化率和多个处理方式,其中多个参考转化率和多个处理方式可以一一对应、多个参考转化率可以和一个处理方式对应、一个参考转化率可以和多个处理方式对应等。在本实施例中,可以获取参考用户针对推送内容的参考转化率,再将参考用户针对推送内容的参考转化率和预先建立的映射关系中的转化率进行对比,以获取与参考用户针对推送内容的参考转化率匹配的转化率,再基于映射关系获取与参考用户针对推送内容的参考转化率匹配的转化率对应的处理方式,将所获取的处理方式确定为电子设备对推送内容的处理方式。In some embodiments, a mapping relationship between the reference conversion rate and the processing method may be established in advance, and the mapping relationship may include multiple reference conversion rates and multiple processing methods, wherein the multiple reference conversion rates and the multiple processing methods can correspond one-to-one , Multiple reference conversion rates can correspond to one treatment method, one reference conversion rate can correspond to multiple treatment methods, etc. In this embodiment, the reference conversion rate of the reference user for the pushed content can be obtained, and then the reference conversion rate of the reference user for the pushed content is compared with the conversion rate in the pre-established mapping relationship to obtain and the reference user for the pushed content According to the conversion rate matching the reference conversion rate of the reference conversion rate, the processing method corresponding to the conversion rate matching the reference conversion rate of the reference user for the pushed content is acquired based on the mapping relationship, and the acquired processing method is determined as the processing method of the pushed content by the electronic device.
在本实施例中,该处理方式可以包括向目标用户展示推送内容、屏蔽推送内容、控制推送内容的展示时长、控制推送内容的展示次数、控制推送内容的展示时刻等,在此不做限定。In this embodiment, the processing method may include displaying the pushed content to the target user, shielding the pushed content, controlling the display duration of the pushed content, controlling the display times of the pushed content, and controlling the display time of the pushed content, etc., which are not limited here.
本申请一个实施例提供的推送内容的处理方法,电子设备接收待展示给目标用户的推送内容,根据目标用户的用户画像,获取与目标用户的用户画像匹配的用户作为参考用户,获取参考用户针对推送内容的转化率作为参考转化率,基于参考转化率确定对推送内容的处理方式,从而通过在接收到推送内容时,根据用户画像获取参考用户并获取参考用户针对推送内容的参考转化率,并基于参考转化率确定对推送内容的处理方式,以提高所展示的推送内容的转化率以及提升用户体验。In the method for processing push content provided by an embodiment of the present application, the electronic device receives the push content to be displayed to the target user, and obtains the user who matches the target user's user portrait as the reference user according to the user portrait of the target user, and obtains the reference user target The conversion rate of the pushed content is used as the reference conversion rate, and the processing method of the pushed content is determined based on the reference conversion rate, so that when the pushed content is received, the reference user is obtained according to the user portrait and the reference conversion rate of the reference user for the pushed content is obtained, and Determine the processing method of the pushed content based on the reference conversion rate, so as to increase the conversion rate of the displayed push content and improve the user experience.
请参阅图3,图3示出了本申请又一个实施例提供的推送内容的处理方法的流程示 意图。该方法应用于上述电子设备,下面将针对图3所示的流程进行详细的阐述,所述推送内容的处理方法具体可以包括以下步骤:Please refer to Fig. 3, which shows a schematic flowchart of a method for processing push content provided by another embodiment of the present application. This method is applied to the above-mentioned electronic equipment. The following will describe the process shown in FIG. 3 in detail. The method for processing the pushed content may specifically include the following steps:
步骤S201:所述电子设备接收待展示给目标用户的推送内容。Step S201: The electronic device receives the push content to be displayed to the target user.
步骤S202:根据所述目标用户的用户画像,获取与所述目标用户的用户画像匹配的用户作为参考用户。Step S202: Obtain a user who matches the user portrait of the target user as a reference user according to the user portrait of the target user.
其中,步骤S201-步骤S202的具体描述请参阅步骤S101-步骤S102,在此不再赘述。For the specific description of step S201 to step S202, please refer to step S101 to step S102, which will not be repeated here.
请参阅图4,图4示出了本申请的图3所示的推送内容的处理方法的步骤S202的流程示意图。下面将针对图4所示的流程进行详细的阐述,其中,在本实施例中,所述用户画像包括基本属性、兴趣偏好、支付行为以及推送转化率,所述方法具体可以包括以下步骤:Please refer to FIG. 4, which shows a schematic flowchart of step S202 of the method for processing push content shown in FIG. 3 of the present application. The process shown in Figure 4 will be described in detail below. In this embodiment, the user profile includes basic attributes, interest preferences, payment behavior, and push conversion rate. The method may specifically include the following steps:
步骤S2021:根据所述目标用户的基本属性,查找与所述目标用户的基本属性匹配的用户作为所述参考用户。Step S2021: According to the basic attribute of the target user, search for a user matching the basic attribute of the target user as the reference user.
在本实施例中,所述目标用户的用户画像可以包括目标用户的基本属性。在一些实施方式中,可以获取目标用户的基本属性,其中,该目标用户的基本属性可以包括目标用户的年龄和性别中的至少一种。可以理解的是,目标用户的基本属性可以用于表征目标用户对电子设备所推送内容的接受程度,例如,不同年龄的用户对于电子设备所推送内容的接受程度不同,不同性别的用户对于电子设备所推送内容的接受程度不同等。具体而言,年龄越大对推送内容的接受程度越低等,在此不再赘述。In this embodiment, the user portrait of the target user may include the basic attributes of the target user. In some embodiments, the basic attributes of the target user may be acquired, where the basic attributes of the target user may include at least one of the age and gender of the target user. It is understandable that the basic attributes of the target user can be used to characterize the target user's acceptance of the content pushed by the electronic device. For example, users of different ages have different acceptance of the content pushed by the electronic device, and users of different genders have different acceptance of the content pushed by the electronic device. The level of acceptance of the pushed content varies. Specifically, the older the age, the lower the acceptance of the pushed content, etc., which will not be repeated here.
在一些实施方式中,目标用户的基本属性可以通过目标用户输入的信息中获取,例如,通过目标用户输入的ID信息中获取、通过目标用户输入的人脸信息中获取等,在此不做限定。In some embodiments, the basic attributes of the target user can be obtained from the information entered by the target user, for example, obtained from the ID information entered by the target user, obtained from the face information entered by the target user, etc., which are not limited here. .
在一些实施方式中,电子设备在获取目标用户的基本属性后,可以基于目标用户的基本属性,查找与目标用户的基本属性匹配的用户作为参考用户。例如,若目标用户的基本属性为目标用户的年龄时,可以查找与目标用户的年龄匹配的用户作为参考用户;若目标用户的基本属性为目标用户的性别时,可以查找与目标用户的性别匹配的用户作为参考用户。In some embodiments, after acquiring the basic attributes of the target user, the electronic device may search for users matching the basic attributes of the target user as the reference user based on the basic attributes of the target user. For example, if the basic attribute of the target user is the age of the target user, users that match the age of the target user can be found as the reference user; if the basic attribute of the target user is the gender of the target user, it can be found to match the gender of the target user As reference users.
步骤S2022:根据所述目标用户的兴趣偏好,查找与所述目标用户的兴趣偏好匹配的用户作为所述参考用户。Step S2022: According to the interest preference of the target user, search for a user matching the interest preference of the target user as the reference user.
在本实施例中,所述目标用户的用户画像可以包括目标用户的兴趣偏好。在一些实施方式中,可以获取目标用户的兴趣偏好,其中,目标用户的兴趣偏好可以用于表征目标用户所喜好的内容或类型,例如,若目标用户的兴趣偏好为游戏,则目标用户的兴趣偏好可以用于表征目标用户喜好游戏,若目标用户的兴趣偏好为电影,则目标用户的兴趣偏好可以用于表征目标用户喜好电影等,在此不做限定。In this embodiment, the user portrait of the target user may include the interest preference of the target user. In some embodiments, the interest preference of the target user can be obtained, where the interest preference of the target user can be used to characterize the content or type that the target user likes. For example, if the interest preference of the target user is games, the interest of the target user is Preferences can be used to characterize the target user's preference for games. If the target user's interest preference is movies, the target user's interest preference can be used to characterize the target user's preference for movies, etc., which is not limited here.
在一些实施方式中,目标用户的兴趣偏好可以通过目标用户输入的信息中获取,例如,通过目标用户输入的ID信息中获取,也可以通过对目标用户的行为习惯进行分析获取,例如,通过对目标用户浏览或下载的内容分析获取。In some embodiments, the interest preferences of the target user can be obtained from the information entered by the target user, for example, from the ID information entered by the target user, or can be obtained by analyzing the behavior and habits of the target user, for example, by analyzing the behavior of the target user. Obtained by analyzing the content browsed or downloaded by the target user.
在一些实施方式中,电子设备在获取目标用户的兴趣偏好后,可以基于目标用户的兴趣偏好,查找与目标用户的兴趣偏好匹配的用户作为参考用户。例如,若目标用户的兴趣偏好为游戏时,可以查找同样喜好游戏的用户作为参考用户;若目标用户的兴趣偏好为电影时,可以查找同样喜好电影的用户作为参考用户。In some embodiments, after acquiring the interest preference of the target user, the electronic device may search for a user matching the interest preference of the target user as a reference user based on the interest preference of the target user. For example, if the interest preference of the target user is games, users who also like games can be searched as reference users; if the interest preference of the target user is movies, users who also like movies can be searched as reference users.
步骤S2023:根据所述目标用户的支付行为,查找与所述目标用户的支付行为匹配的用户作为所述参考用户。Step S2023: According to the payment behavior of the target user, search for a user matching the payment behavior of the target user as the reference user.
在本实施例中,所述目标用户的用户画像可以包括目标用户的支付行为。在一些实施方式中,可以获取目标用户的支付行为,其中,目标用户的支付行为可以用于表征目标用户针对付费内容的支付能力或支付意向,例如,若目标用户的支付行为频繁,则目标用户的针对付费内容的支付能力较高或支付意向较高。In this embodiment, the user portrait of the target user may include the payment behavior of the target user. In some embodiments, the payment behavior of the target user can be obtained. The payment behavior of the target user can be used to characterize the payment ability or payment intention of the target user for paid content. For example, if the payment behavior of the target user is frequent, the target user Of paid content has a higher ability to pay or has a higher intention to pay.
在一些实施方式中,目标用户的支付行为可以通过目标用户输入的信息中获取,例 如,通过目标用户输入的ID信息中获取,也可以通过对目标用户的行为习惯进行分析获取,例如,通过对目标用户支付的内容、次数、金额中分析获取。In some embodiments, the payment behavior of the target user can be obtained from the information entered by the target user, for example, from the ID information entered by the target user, or it can be obtained by analyzing the behavior and habits of the target user, for example, by analyzing the behavior of the target user. The content, frequency, and amount paid by the target user are analyzed and obtained.
在一些实施方式中,电子设备在获取目标用户的支付行为后,可以基于目标用户的支付行为,查找与目标用户的支付行为匹配的用户作为参考用户。例如,若目标用户的支付行为频繁,可以查找支付行为同样频繁的用户作为参考用户。In some embodiments, after acquiring the payment behavior of the target user, the electronic device may find a user who matches the payment behavior of the target user as a reference user based on the payment behavior of the target user. For example, if the target user has frequent payment behaviors, users with the same frequent payment behaviors can be found as reference users.
步骤S2024:根据所述目标用户的推送转化率,查找与所述目标用户的推送转化率匹配的用户作为所述参考用户。Step S2024: According to the push conversion rate of the target user, search for a user matching the push conversion rate of the target user as the reference user.
在本实施例中,所述目标用户的用户画像可以包括目标用户的推送转化率。在一些实施方式中,可以获取目标用户的推送转化率,其中,目标用户的推送转化率可以用于表征目标用户针对之前所推送内容的转化情况,例如,若目标用户的推送转化率越高,则目标用户的针对所推送内容的转化情况越好,例如,用户针对推送内容的点击率、下载率越高。In this embodiment, the user portrait of the target user may include the push conversion rate of the target user. In some embodiments, the push conversion rate of the target user can be obtained, where the push conversion rate of the target user can be used to characterize the conversion of the target user to the previously pushed content. For example, if the push conversion rate of the target user is higher, The target user's conversion to the pushed content is better, for example, the user's click-through rate and download rate for the pushed content are higher.
在一些实施方式中,目标用户的推送转化率可以通过目标用户输入的信息中获取,例如,通过目标用户输入的ID信息中获取,也可以通过对目标用户的行为习惯进行分析获取,例如,通过对目标用户针对推送内容的点击、下载、跳转等行为进行分析获取。In some embodiments, the push conversion rate of the target user can be obtained from the information entered by the target user, for example, from the ID information entered by the target user, or can be obtained by analyzing the behavior and habits of the target user, for example, by Analyze and obtain the target user's behaviors such as clicking, downloading, and jumping on the pushed content.
在一些实施方式中,电子设备在获取目标用户的推送转化率后,可以基于目标用户的推送转化率,查找与目标用户的推送转化率匹配的用户作为参考用户。例如,若目标用户的推送转化率越高,可以查找推送转化率同样较高的用户作为参考用户。In some embodiments, after obtaining the push conversion rate of the target user, the electronic device may find a user who matches the push conversion rate of the target user as a reference user based on the push conversion rate of the target user. For example, if the target user's push conversion rate is higher, users with the same high push conversion rate can be found as reference users.
在本实施例中,目标用户的用户画像还可以包括其他更多的信息,例如,目标用户的用户画像还可以包括目标用户针对应用程序的活跃程度,在此不再赘述。In this embodiment, the user portrait of the target user may also include other more information. For example, the user portrait of the target user may also include the degree of activity of the target user with respect to the application, which will not be repeated here.
步骤S203:获取所述推送内容所属的类型。Step S203: Obtain the type to which the pushed content belongs.
在一些实施方式中,电子设备可以获取推送内容所属的类型。以推送内容为推送应用为例,那么,电子设备可以获取推送应用所属的类型,具体地,电子设备可以预先建立推送应用和类型之间的映射关系,并生成映射关系表存储在电子设备中,如表2所示。其中,推送应用和类型之间的映射关系可以由用户手动关联,可以由电子设备自动关联或者由服务器自动关联等,在此不做限定,并且推送应用和类型之间的映射关系可以包括一个推送应用对应一个类型,或者多个推送应用对应一个类型等,在此不做限定。In some embodiments, the electronic device can obtain the type of the pushed content. Taking the push content as a push application as an example, the electronic device can obtain the type of the push application. Specifically, the electronic device can establish a mapping relationship between the push application and the type in advance, and generate a mapping relationship table and store it in the electronic device. As shown in table 2. Among them, the mapping relationship between the push application and the type can be manually associated by the user, can be automatically associated by the electronic device or automatically associated by the server, etc., which is not limited here, and the mapping relationship between the push application and the type can include a push The application corresponds to one type, or multiple push applications correspond to one type, etc., which are not limited here.
进一步地,在接收到推送应用后,可以将所述推送应用和映射关系表中预先存储的多个应用程序一一对比,以获取与所述接收到的推送应用匹配的应用程序,再根据所述映射关系表,查找该应用程序对应的类型,从而可以获取接收到的推送应用的类型。例如,当所述映射关系表中包括微信和即时通讯类的映射关系,也就是说,映射关系表中的应用程序下存储有微信,以及类型下存储有即时通讯类,微信和即时通讯类相关联,那么,当接收到的推送应用为微信时,可以将该接收到的推送应用与映射关系表中存储的应用程序进行匹配,可以理解的,该接收到的推送应用可以与映射关系表中的微信匹配,进而查找到该接收到的推送应用的类型为即时通讯类。Further, after receiving the push application, the push application can be compared with the multiple applications pre-stored in the mapping relationship table one by one to obtain an application matching the received push application, and then according to all The mapping relationship table is described, and the type corresponding to the application is searched, so that the type of the received push application can be obtained. For example, when the mapping relationship table includes the mapping relationship between WeChat and instant messaging, that is to say, WeChat is stored under the application in the mapping table, and the instant messaging category is stored under the type, and the WeChat and instant messaging are related Then, when the received push application is WeChat, the received push application can be matched with the application stored in the mapping table. Understandably, the received push application can be matched with the mapping table. Matches the WeChat, and then finds that the type of the received push application is an instant messaging type.
表2Table 2
应用程序application 类型Types of
A1A1 B1B1
A2A2 B2B2
A3A3 B3B3
作为一种方式,当将接收到的推送应用和映射关系表中预先存储的多个应用程序一一对比均匹配失败时,也就是说,当所述映射关系表的应用程序下没有存储有与接收到的推送应用匹配的应用程序时,可以通过查找与接收到的推送应用的类型相近的应用程序,将与接收到的推送应用相近的应用程序的类型作为接收到的推送应用的类型,从而获取接收到的推送应用的类型。其中,在本实施例中,可以获取接收到的推送应用的包名,由于包名包括与接收到的推送应用相关的各种信息,因此,可以对所述包名进行分 析,获取该包名中包含的接收到的推送应用的厂家,然后查找该厂家生产的其他应用程序,在所述映射关系表中查找其他应用程序的类型,将所述其他应用程序的类型作为接收到的推送应用的类型。As a way, when the received push application is compared with multiple pre-stored applications in the mapping relationship table and the matching fails, that is, when the application program in the mapping relationship table does not store the corresponding When the received push application matches the application, you can search for applications that are similar to the received push application, and use the type of application similar to the received push application as the received push application type. Get the type of the received push application. Among them, in this embodiment, the package name of the received push application can be obtained. Since the package name includes various information related to the received push application, the package name can be analyzed to obtain the package name. The manufacturer of the received push application included in the, and then search for other applications produced by the manufacturer, look up the types of other applications in the mapping relationship table, and use the types of the other applications as the received push application Types of.
步骤S204:获取所述参考用户针对所述类型的转化率作为所述参考转化率。Step S204: Obtain the conversion rate of the reference user for the type as the reference conversion rate.
在一些实施方式中,在确定推送内容的类型后,可以获取参考用户针对该类型的转化率,将参考用户针对该类型的转化率作为参考转化率。例如,当推送内容的类型为游戏时,可以获取参考用户针对游戏的转化率;当推送内容的类型为电影时,可以获取参考用户针对电影的转化率等,在此不做限定。In some embodiments, after determining the type of the pushed content, the conversion rate of the reference user for the type can be obtained, and the conversion rate of the reference user for the type is used as the reference conversion rate. For example, when the type of the pushed content is a game, the conversion rate of the reference user for the game can be obtained; when the type of the pushed content is a movie, the conversion rate of the reference user for the movie can be obtained, which is not limited here.
请参阅图5,图5示出了本申请的图3所示的推送内容的处理方法的步骤S204的流程示意图。下面将针对图5所示的流程进行详细的阐述,所述方法具体可以包括以下步骤:Please refer to FIG. 5, which shows a schematic flowchart of step S204 of the method for processing push content shown in FIG. 3 of the present application. The process shown in FIG. 5 will be described in detail below, and the method may specifically include the following steps:
步骤S2041:判断所述类型是否为指定违规类型。Step S2041: Determine whether the type is a designated violation type.
在一些实施方式中,电子设置可以预先设置并存储指定违规类型,该指定违规类型用于作为推送内容的类型的判断依据。其中,指定违规类型可以是根据区域法律法规、国家法律法规、运营规则、用户规则等方面出发,所构建的全面且多维的违规类型,将所构建的违规类型存储在电子设备作为指定违规类型。例如,指定违规类型可以是根据区域法律法规、国家法律法规所设定的违规图片类型、违规文本类型、违规音频类型、违规视频类型、违规应用类型等创建的,可以是根据运营规则所设定的违规链接类型、违规应用类型等创建的,也可以是根据用户规则所设定的违规图片类型、违规文本类型、违规音频类型、违规视频类型、违规应用类型等创建的,在此不做限定。In some embodiments, the electronic settings may preset and store a designated violation type, and the designated violation type is used as a basis for judging the type of the pushed content. Among them, the designated violation type can be a comprehensive and multi-dimensional violation type constructed based on regional laws and regulations, national laws and regulations, operating rules, user rules, etc., and the constructed violation type is stored in an electronic device as the designated violation type. For example, the designated violation type can be created in accordance with regional laws and regulations, national laws and regulations, such as the type of illegal images, the types of illegal text, the types of illegal audio, the types of illegal videos, the types of illegal applications, etc., and it can be set according to operating rules. Types of illegal links, types of illegal applications, etc. can also be created based on the types of illegal images, types of illegal text, types of illegal audio, types of illegal videos, and types of illegal applications set by user rules, which are not limited here. .
在本实施例中,在获取到推送内容的类型后,可以将推送内容的类型与指定违规类型进行比较,以判断推送内容的类型是否为指定违规类型。其中,在一些实施方式中,指定违规类型的数量可以为多个,则可以将推送内容的类型分别与多个指定违规类型进行比较,当推送内容的类型和多个指定违规类型中的任一指定违规类型一致时,可以确定推送内容的类型为指定违规类型,当推送内容的类型和多个指定违规类型均不一致时,可以确定推送内容的类型不是指定违规类型。In this embodiment, after the type of the pushed content is obtained, the type of the pushed content can be compared with the designated violation type to determine whether the type of the pushed content is the designated violation type. Among them, in some embodiments, the number of designated violation types may be multiple, and the type of the pushed content can be compared with the multiple designated violation types. When the type of the pushed content and any of the multiple designated violation types When the designated violation types are consistent, the type of the pushed content can be determined to be the designated violation type. When the type of the pushed content and multiple designated violation types are inconsistent, it can be determined that the type of the pushed content is not the designated violation type.
步骤S2042:当所述类型不是指定违规类型时,获取所述参考用户针对所述类型的转化率作为所述参考转化率。Step S2042: When the type is not a designated violation type, obtain the conversion rate of the reference user for the type as the reference conversion rate.
在一些实施方式中,当判断结果表征推送内容的类型不是指定违规类型时,表征该推送内容允许展示给目标用户,因此,可以获取参考用户针对该类型的转化率作为参考转化率,以进行后续步骤的展示判断。In some embodiments, when the judgment result indicates that the type of the pushed content is not a specified violation type, it indicates that the pushed content is allowed to be displayed to the target user. Therefore, the conversion rate of the reference user for this type can be obtained as the reference conversion rate for subsequent follow-up Step display judgment.
步骤S2043:当所述类型为指定违规类型时,屏蔽所述推送内容。Step S2043: When the type is a designated violation type, shield the pushed content.
在一些实施方式中,当判断结果表征推送内容的类型是指定违规类型时,表征该推送内容不允许展示给目标用户,可以屏蔽该推送内容,即可以不展示该推送内容。In some embodiments, when the judgment result indicates that the type of the pushed content is a specified violation type, it indicates that the pushed content is not allowed to be displayed to the target user, and the pushed content may be blocked, that is, the pushed content may not be displayed.
步骤S205:判断所述参考转化率是否大于第一转化率。Step S205: Determine whether the reference conversion rate is greater than the first conversion rate.
在一些实施方式中,电子设置可以预先设置并存储有第一转化率,该第一转化率用于作为转化率较高或较低的判断依据,其中,当转化率大于第一转化率时,可以认为该转化率较高,当转化率不大于第一转化率时,可以认为该转化率较低。例如,第一转化率为40%,当转化率大于40%时,可以认为该转化率较高,当转化率不大于40%时,可以认为该转化率较低。In some embodiments, the electronic settings may be preset and stored with a first conversion rate, which is used as a basis for determining whether the conversion rate is higher or lower. When the conversion rate is greater than the first conversion rate, It can be considered that the conversion rate is high, and when the conversion rate is not greater than the first conversion rate, it can be considered that the conversion rate is low. For example, the first conversion rate is 40%. When the conversion rate is greater than 40%, the conversion rate can be considered to be high, and when the conversion rate is not greater than 40%, the conversion rate can be considered to be low.
在本实施例中,在获得参考转化率后,可以将参考转化率与第一转化率进行比较,以判断参考转化率是否大于第一转化率,其中,当参考转化率大于第一转化率时,可以确定参考转化率较高,即参考用户针对推送内容的转化效果较好,当参考转化率不大于第一转化率时,可以确定参考转化率较低,即参考用户针对推送内容的转化效果较差。In this embodiment, after the reference conversion rate is obtained, the reference conversion rate can be compared with the first conversion rate to determine whether the reference conversion rate is greater than the first conversion rate, where, when the reference conversion rate is greater than the first conversion rate , It can be determined that the reference conversion rate is high, that is, the conversion effect of the reference user for the pushed content is better, when the reference conversion rate is not greater than the first conversion rate, it can be determined that the reference conversion rate is low, that is, the conversion effect of the reference user for the pushed content Poor.
步骤S206:当所述参考转化率大于所述第一转化率时,向所述目标用户展示所述推送内容。Step S206: When the reference conversion rate is greater than the first conversion rate, display the pushed content to the target user.
在一些实施方式中,当判断结果表征参考转化率大于第一转化率时,即表征参考用户针对推送内容的转化效果较好时,可以认为目标用户针对该推送内容的转化效果也会较好,因此,可以向目标用户针对该推送内容。In some embodiments, when the judgment result indicates that the reference conversion rate is greater than the first conversion rate, that is, when the conversion effect of the reference user for the pushed content is better, it can be considered that the target user's conversion effect for the pushed content will also be better. Therefore, the content can be pushed to the target user.
请参阅图6,图6示出了本申请的图3所示的推送内容的处理方法的步骤S206的一个实施例的流程示意图。下面将针对图6所示的流程进行详细的阐述,所述方法具体可以包括以下步骤:Please refer to FIG. 6, which shows a schematic flowchart of an embodiment of step S206 of the method for processing push content shown in FIG. 3 of the present application. The process shown in FIG. 6 will be described in detail below, and the method may specifically include the following steps:
步骤S2061A:当所述参考转化率大于所述第一转化率时,判断所述参考转化率是否大于第二转化率,其中,所述第二转化率大于所述第一转化率。Step S2061A: When the reference conversion rate is greater than the first conversion rate, determine whether the reference conversion rate is greater than a second conversion rate, where the second conversion rate is greater than the first conversion rate.
在一些实施方式中,电子设备还可以预先设置并存储有第二转化率,该第二转化率用于作为转化率很高或较高的判断依据。其中,当转化率大于第一转化率且不大于第二转化率时,可以认为该转化率较高,当转化率大于第二转化率时,可以认为该转化率很高。例如,第一转化率为40%,第二转化率为80%,当转化率大于40%且不大于80%时,可以认为该转化率较高,当转化率大于80%时,可以认为该转化率很高。In some embodiments, the electronic device may also preset and store a second conversion rate, and the second conversion rate is used as a judgment basis for a high or high conversion rate. Wherein, when the conversion rate is greater than the first conversion rate and not greater than the second conversion rate, it can be considered that the conversion rate is high, and when the conversion rate is greater than the second conversion rate, it can be considered that the conversion rate is high. For example, the first conversion rate is 40%, and the second conversion rate is 80%. When the conversion rate is greater than 40% and not greater than 80%, the conversion rate can be considered as high. When the conversion rate is greater than 80%, the conversion rate can be considered as high. The conversion rate is high.
在本实施例中,在确定参考转化率大于第一转化率时,可以将参考转化率与第二转化率进行比较,以判断参考转化率是否大于第二转化率,其中,当参考转化率大于第二转化率时,可以确定参考转化率很高,即参考用户针对推送内容的转化效果很好,当参考转化率不大于第二转化率时,可以确定参考转化率较好,即参考用户针对推送内容的转化效果较好。In this embodiment, when it is determined that the reference conversion rate is greater than the first conversion rate, the reference conversion rate can be compared with the second conversion rate to determine whether the reference conversion rate is greater than the second conversion rate, where, when the reference conversion rate is greater than When the second conversion rate is used, it can be determined that the reference conversion rate is very high, that is, the conversion effect of the reference user for the pushed content is very good. When the reference conversion rate is not greater than the second conversion rate, it can be determined that the reference conversion rate is good, that is, the reference user targets The conversion effect of pushed content is better.
步骤S2062A:当所述参考转化率大于所述第二转化率时,向所述目标用户展示所述推送内容。Step S2062A: When the reference conversion rate is greater than the second conversion rate, display the pushed content to the target user.
在一些实施方式中,当判断结果表征参考转化率大于第二转化率时,即表征参考用户针对推送内容的转化效果很好时,可以认为目标用户针对该推送内容的转化效果也会很好,因此,可以向目标用户针对该推送内容。In some embodiments, when the judgment result indicates that the reference conversion rate is greater than the second conversion rate, that is, when the conversion effect of the reference user for the pushed content is good, it can be considered that the target user's conversion effect for the pushed content will also be good. Therefore, the content can be pushed to the target user.
步骤S2063A:当所述参考转化率不大于所述第二转化率时,获取已向所述目标用户展示所述推送内容的次数。Step S2063A: When the reference conversion rate is not greater than the second conversion rate, obtain the number of times the pushed content has been displayed to the target user.
在一些实施方式中,当判断结果表征参考转化率不大于第二转化率时,即表征参考用户针对推送内容的转化效果较好时,可以认为目标用户针对该推送内容的进行转化的几率较高,但是也存在一定不对推送内容进行转化的几率。因此,在本实施例中,为了降低频繁推送不适合目标用户的推送内容对用户造成的困扰,可以控制推送内容的推送次数,具体地,可以获取已向目标用户展示该推送内容的次数。作为一种方式,当所述参考转化率不大于所述第二转化率时,可以获取在预设时间段内已向所述目标用户展示所述推送内容的次数,其中,该预设时间段可以由用户手动设置,也可以由电子设备自动设置,在此不做限定。In some embodiments, when the judgment result indicates that the reference conversion rate is not greater than the second conversion rate, that is, it indicates that the reference user has a better conversion effect for the pushed content, it can be considered that the target user has a higher conversion rate for the pushed content. , But there is also a chance that the push content will not be converted. Therefore, in this embodiment, in order to reduce the user's troubles caused by frequent push of push content that is not suitable for the target user, the number of times the push content is pushed can be controlled, and specifically, the number of times the push content has been displayed to the target user can be obtained. As a way, when the reference conversion rate is not greater than the second conversion rate, the number of times the push content has been displayed to the target user within a preset time period can be obtained, where the preset time period It can be set manually by the user or automatically set by the electronic device, which is not limited here.
在一些实施方式中,电子设备可以预先设置并存储有次数阈值,该次数阈值用于作为已向目标用户展示推送内容的次数的判断依据。因此,在本实施例中,在获取到已向目标用户展示该推送内容的次数后,可以将已向目标用户展示该推送内容的次数与次数阈值进行比较,以判断已向目标用户展示推送内容的次数是否达到次数阈值。In some embodiments, the electronic device may preset and store a threshold of times, and the threshold of times is used as a basis for judging the times that the pushed content has been displayed to the target user. Therefore, in this embodiment, after obtaining the number of times the pushed content has been shown to the target user, the number of times the pushed content has been shown to the target user can be compared with the threshold of times to determine that the pushed content has been shown to the target user. Whether the number of times reaches the number threshold.
步骤S2064A:当所述次数达到次数阈值时,屏蔽所述推送内容。Step S2064A: When the number of times reaches the number threshold, shield the pushed content.
其中,当判断结果表征已向目标用户展示推送内容的次数达到次数阈值时,可以认为推送次数过多,因此,为了降低对用户造成的困扰,可以屏蔽该推送内容。Wherein, when the judgment result indicates that the number of times that the pushed content has been displayed to the target user reaches the threshold of times, it can be considered that the number of pushes is too much. Therefore, in order to reduce the trouble caused to the user, the pushed content can be blocked.
步骤S2065A:当所述次数未达到次数阈值时,向所述目标用户展示所述推送内容。Step S2065A: When the number of times does not reach the number threshold, display the pushed content to the target user.
其中,当判断结果表征已向目标用户展示推送内容的次数未达到次数阈值时,可以认为推送次数适当,因此,为了提升推送内容的转化率,可以向目标用户展示该推送内容。Wherein, when the judgment result indicates that the number of times that the pushed content has been displayed to the target user has not reached the number threshold, the number of pushes can be considered appropriate. Therefore, in order to increase the conversion rate of the pushed content, the pushed content can be displayed to the target user.
请参阅图7,图7示出了本申请的图3所示的推送内容的处理方法的步骤S206的又一个实施例的流程示意图。下面将针对图7所示的流程进行详细的阐述,所述用户画像包括内容展示偏好画像,所述方法具体可以包括以下步骤:Please refer to FIG. 7, which shows a schematic flowchart of another embodiment of step S206 of the method for processing push content shown in FIG. 3 of the present application. The process shown in FIG. 7 will be described in detail below. The user portrait includes a content display preference portrait, and the method may specifically include the following steps:
步骤S2061B:当所述参考转化率大于所述第一转化率时,基于所述目标用户的内容展示偏好画像,确定与所述目标用户的内容展示偏好画像对应的内容展示方式。Step S2061B: When the reference conversion rate is greater than the first conversion rate, determine the content display mode corresponding to the content display preference portrait of the target user based on the content display preference portrait of the target user.
于本实施例中,该目标用户的用户画像还可以用于表征目标用户对于电子设备所展示内容的展示偏好,例如,用户画像可以用于表征目标用户对于电子设备所展示内容的展示位置的偏好、所展示内容的展示大小的偏好、所展示内容的展示颜色的偏好、所展示内容的展示时长的偏好等,在此不做限定。In this embodiment, the user portrait of the target user can also be used to characterize the target user's display preference for the content displayed by the electronic device. For example, the user portrait can be used to characterize the target user's preference for the display position of the content displayed by the electronic device. , The preference of the display size of the displayed content, the preference of the display color of the displayed content, the preference of the display duration of the displayed content, etc., are not limited here.
在一些实施方式中,电子设备在确定参考转化率大于第一转化率时,可以根据目标用户的内容展示偏好画像确定与目标用户的内容展示偏好画像对应的内容展示方式。可以理解的是,根据目标用户的内容展示偏好画像所确定的内容展示方式与目标用户对于电子设备所展示内容的展示偏好相对应。例如,若内容展示偏好画像表征目标用户对于电子设备所展示内容的展示位置的偏好为电子设备的左上方时,那么,根据目标用户的内容展示偏好画像确定的内容展示方式所对应的展示位置为电子设备的左上方。又例如,若内容展示偏好画像表征目标用户对于电子设备所展示内容的展示颜色的偏好为红色时,那么,根据目标用户的内容展示偏好画像确定的内容展示方式所对应的展示颜色为红色。In some embodiments, when the electronic device determines that the reference conversion rate is greater than the first conversion rate, it may determine the content display mode corresponding to the content display preference portrait of the target user according to the content display preference portrait of the target user. It is understandable that the content display mode determined according to the content display preference portrait of the target user corresponds to the display preference of the target user for the content displayed by the electronic device. For example, if the content display preference portrait represents that the target user’s preference for the display position of the content displayed by the electronic device is the upper left of the electronic device, then the display position corresponding to the content display mode determined according to the content display preference portrait of the target user is The upper left of the electronic device. For another example, if the content display preference portrait represents that the target user's preference for the display color of the content displayed by the electronic device is red, then the display color corresponding to the content display mode determined according to the content display preference portrait of the target user is red.
在一些实施方式中,可以预先建立内容展示偏好画像和内容展示方式的映射关系,如表3所示,该映射关系可以包括多个内容展示偏好画像和多个内容展示方式,其中多个内容展示偏好画像和多个内容展示方式可以一一对应、多个内容展示偏好画像可以和一个内容展示方式对应、一个内容展示偏好画像可以和多个内容展示方式对应等。在本实施例中,可以获取目标用户的内容展示偏好画像,再将目标用户的内容展示偏好画像和预先建立的映射关系中的多个内容展示偏好画像进行对比,以获取与目标用户的内容展示偏好画像匹配的内容展示偏好画像,再基于映射关系获取与目标用户的内容展示偏好画像匹配的内容展示偏好画像对应的内容展示方式,将所获取的内容展示方式确定为目标用户的内容展示偏好画像对应的内容展示方式。In some embodiments, the mapping relationship between content display preference portraits and content display modes may be established in advance. As shown in Table 3, the mapping relationship may include multiple content display preference portraits and multiple content display modes, where multiple content presentations Preference portraits can correspond to multiple content display modes, multiple content display preference portraits can correspond to one content display mode, one content display preference portrait can correspond to multiple content display modes, and so on. In this embodiment, the content display preference portrait of the target user can be obtained, and the content display preference portrait of the target user can be compared with multiple content display preference portraits in the pre-established mapping relationship to obtain the content display of the target user. The content display preference portrait matched by the preference profile is obtained, and the content display method corresponding to the content display preference profile matching the content display preference profile of the target user is obtained based on the mapping relationship, and the obtained content display method is determined as the content display preference profile of the target user The corresponding content display method.
表3table 3
内容展示偏好画像Content display preference portrait 内容展示方式Content display method
内容展示偏好画像1Content display preference portrait 1 内容展示方式1Content display method 1
内容展示偏好画像2Content display preference portrait 2 内容展示方式2Content display mode 2
内容展示偏好画像3Content display preference portrait 3 内容展示方式3Content display mode 3
步骤S2062B:基于所述内容展示方式向所述目标用户展示所述推送内容。Step S2062B: Display the pushed content to the target user based on the content display mode.
在一些实施方式中,在确定与目标用户的内容展示偏好画像对应的内容展示方式后,可以基于所确定的内容展示方式向目标用户展示待展示给目标用户的推送内容,从而使得推送内容的展示方式更符合用户的喜好,可以提升推送内容的转化率和用户体验。In some embodiments, after determining the content display mode corresponding to the content display preference portrait of the target user, the push content to be displayed to the target user may be displayed to the target user based on the determined content display mode, thereby enabling the display of the push content The method is more in line with user preferences and can improve the conversion rate and user experience of the pushed content.
作为一种方式,在确定目标用户的用户画像对应的内容展示方式后,可以基于该内容展示方式对推送内容进行调整,以使得调整后的推送内容的呈现方式与内容展示方式一致。例如,若推送内容的字体大小为四号字体,所确定的内容展示方式的字体大小为五号字体,那么,可以将推送内容的字体大小从四号字体调整为五号字体,以使得调整后的推送内容的字体大小与内容展示方式的字体大小一致。As a way, after determining the content display mode corresponding to the user portrait of the target user, the push content may be adjusted based on the content display mode, so that the adjusted display mode of the push content is consistent with the content display mode. For example, if the font size of the pushed content is font size 4, and the determined font size of the content display method is font size 5, then the font size of the pushed content can be adjusted from font size 4 to font size 5 to make the adjustment The font size of the pushed content is the same as the font size of the content display method.
步骤S207:当所述参考转化率不大于所述第一转化率时,屏蔽所述推送内容。Step S207: When the reference conversion rate is not greater than the first conversion rate, shield the pushed content.
在一些实施方式中,当判断结果表征参考转化率不大于第一转化率时,即表征参考用户针对推送内容的转化效果较差时,可以认为目标用户针对该推送内容的转化效果也会较差,因此,可以不向目标用户针对该推送内容,即可以屏蔽该推送内容。In some embodiments, when the judgment result indicates that the reference conversion rate is not greater than the first conversion rate, that is, when the conversion effect of the reference user for the pushed content is poor, it can be considered that the target user's conversion effect for the pushed content will also be poor. Therefore, it is not necessary to target the push content to the target user, that is, the push content can be blocked.
本申请又一个实施例提供的推送内容的处理方法,相较于图2所示的推送内容的处理方法,本实施例获取推送内容所属的类型,并获取参考用于针对推送内容所属的类型的转化率作为参考转化率,从而提升参考转化率的获取成功率。另外,本实施例还在参考转化率大于第一转化率时向目标用户展示推送内容,在参考转化率不大于第一转化率时屏蔽推送内容,从而提升所展示的推送内容的转化率以及提升用户体验。Compared with the method for processing pushed content shown in FIG. 2, the method for processing pushed content provided by another embodiment of the present application obtains the type of the pushed content, and obtains a reference for the type of the pushed content. The conversion rate is used as the reference conversion rate, thereby increasing the success rate of obtaining the reference conversion rate. In addition, this embodiment also displays the push content to the target user when the reference conversion rate is greater than the first conversion rate, and blocks the push content when the reference conversion rate is not greater than the first conversion rate, so as to increase the conversion rate of the displayed push content. user experience.
请参阅图8,图8示出了本申请再一个实施例提供的推送内容的处理方法的流程示意图。该方法应用于上述电子设备,下面将针对图8所示的流程进行详细的阐述,所述推送内容的处理方法具体可以包括以下步骤:Please refer to FIG. 8. FIG. 8 shows a schematic flowchart of a method for processing push content according to another embodiment of the present application. This method is applied to the above-mentioned electronic equipment. The following will elaborate on the process shown in FIG. 8. The method for processing the pushed content may specifically include the following steps:
步骤S301:所述电子设备接收待展示给目标用户的推送内容。Step S301: The electronic device receives the push content to be displayed to the target user.
步骤S302:根据所述目标用户的用户画像,获取与所述目标用户的用户画像匹配的用户作为参考用户。Step S302: Obtain a user who matches the user portrait of the target user as a reference user according to the user portrait of the target user.
步骤S303:获取所述参考用户针对所述推送内容的转化率作为参考转化率。Step S303: Obtain the conversion rate of the reference user for the pushed content as a reference conversion rate.
其中,步骤S301-步骤S303的具体描述请参阅步骤S101-步骤S103,在此不再赘述。For the specific description of step S301 to step S303, please refer to step S101 to step S103, which will not be repeated here.
步骤S304:将所述目标用户的用户画像输入已训练的回归模型,所述已训练的回归模型为通过对所述参考用户的用户画像以及所述参考用户针对所述推送内容的转化率进行回归拟合获得。Step S304: Input the user portrait of the target user into a trained regression model, where the trained regression model is performed by regressing the user portrait of the reference user and the conversion rate of the reference user for the pushed content Fitting is obtained.
在一些实施方式中,电子设备在获取目标用户的用户画像后,可以将该用户画像输入已训练的回归模型,其中,该已训练的回归模型是通过对参考用户的用户画像以及参考用户针对推送内容的转化率进行回归拟合获得,具体地,首先采集训练数据集,其中,训练数据集中的一类数据的属性或特征区别于另一类数据,然后通过将采集的训练数据集进行回归分析,从而基于该训练数据集总结出规律,得到已训练的回归模型。在本实施例中,训练数据集的一类数据是参考用户的用户画像,作为自变量,另一类数据是参考用户针对推送内容的转化率,作为因变量,对参考用户的用户画像和参考用户针对推送内容的转化率进行回归分析,可以得到参考用户的用户画像和参考用户针对推送内容的转化率之间的相关关系,进而获得已训练的回归模型。其中,回归分析是一种统计学上分析数据的方法,目的在于了解变量间是否相关、相关方向与强度,并建立数学模型以便观察特定变量来预测研究者感兴趣的变量。In some embodiments, after acquiring the user portrait of the target user, the electronic device may input the user portrait into a trained regression model, where the trained regression model is based on the user portrait of the reference user and the reference user’s push The conversion rate of the content is obtained by regression fitting. Specifically, the training data set is first collected, where the attributes or characteristics of one type of data in the training data set are distinguished from another type of data, and then the collected training data set is subjected to regression analysis , So as to summarize the rules based on the training data set, and get the trained regression model. In this embodiment, one type of data in the training data set is the user portrait of the reference user as an independent variable, and the other type of data is the conversion rate of the reference user for the pushed content, as a dependent variable, to the user portrait and reference of the reference user The user performs regression analysis on the conversion rate of the pushed content, and the correlation between the user portrait of the reference user and the conversion rate of the reference user for the pushed content can be obtained, and then the trained regression model can be obtained. Among them, regression analysis is a method of statistically analyzing data, the purpose is to understand whether the variables are related, the direction and intensity of the correlation, and to establish a mathematical model to observe specific variables to predict the variables of interest to the researcher.
请参阅图9,图9示出了本申请的图8所示的推送内容的处理方法的步骤S304的流程示意图。下面将针对图9所示的流程进行详细的阐述,所述方法具体可以包括以下步骤:Please refer to FIG. 9, which shows a schematic flowchart of step S304 of the method for processing push content shown in FIG. 8 of the present application. The process shown in FIG. 9 will be described in detail below, and the method may specifically include the following steps:
步骤S3041:对所述目标用户的用户画像进行主成分分析,从所述目标用户的用户画像中获得关键用户画像。Step S3041: Perform principal component analysis on the user portrait of the target user, and obtain a key user portrait from the user portrait of the target user.
在一些实施方式中,目标用户的用户画像的数量为多个,且多个用户画像中可能包括与目标用户针对推送内容的转化相关的属性信息,如年龄信息、性别信息、兴趣偏好、支付行为等,也可能包括与目标用户针对推送内容的转化不相关的属性信息,如身高信息、体重信息、视力信息等。因此,在本实施例中,可以对用户画像进行主成分分析以简化用户画像,从用户画像中获取关键用户画像,其中,关键用户画像为与目标用户针对推送内容的转化相关的属性信息。其中,主成分分析是一种统计分析、简化数据集的方法,它利用正交变换来对一系列可能相关的变量的观测值进行线性变换,从而投影为一系列线性不相关变量的值,这些不相关变量称为主成分。In some embodiments, the number of user portraits of the target user is multiple, and the multiple user portraits may include attribute information related to the conversion of the target user to the pushed content, such as age information, gender information, interest preferences, and payment behavior. It may also include attribute information that is not related to the target user’s conversion of the pushed content, such as height information, weight information, and vision information. Therefore, in this embodiment, principal component analysis can be performed on the user portrait to simplify the user portrait, and the key user portrait can be obtained from the user portrait, where the key user portrait is attribute information related to the conversion of the target user to the pushed content. Among them, principal component analysis is a method of statistical analysis and simplification of data sets. It uses orthogonal transformation to linearly transform the observations of a series of possible related variables, thereby projecting the values of a series of linear unrelated variables. Unrelated variables are called principal components.
步骤S3042:将所述关键用户画像输入所述已训练的回归模型。Step S3042: Input the key user portrait into the trained regression model.
进一步地,在从用户画像中获取关键用户画像后,可以将关键用户画像输入已训练的回归模型,以使输入的用户画像更准确,以便所得到的概率更准确。Further, after obtaining the key user portrait from the user portrait, the key user portrait can be input into the trained regression model to make the input user portrait more accurate, so that the obtained probability is more accurate.
步骤S305:获取所述已训练的回归模型输出的所述目标用户转化所述推送内容的概率。Step S305: Obtain the probability of the target user converting the pushed content output by the trained regression model.
在一些实施方式中,已训练的回归模型在接收到输入的目标用户的用户画像后,可以对目标用户的用户画像进行处理并输出目标用户转化推送内容的概率,相应的,电子设备可以获取该已训练的回归模型输出的目标用户转化推送内容的概率。In some embodiments, after the trained regression model receives the input of the user portrait of the target user, it can process the user portrait of the target user and output the probability that the target user converts the pushed content. Accordingly, the electronic device can obtain the user portrait of the target user. The probability that the target user converts the pushed content output by the trained regression model.
步骤S306:基于所述概率确定对所述推送内容的处理方式。Step S306: Determine a processing method for the pushed content based on the probability.
在本实施例中,在获取目标用户转化推送内容的概率后,可以基于该概率确定对推送内容的处理方式。例如,当概率较高时,确定向目标用户展示推送内容,当概率较低时,屏蔽推送内容。In this embodiment, after obtaining the probability that the target user converts the pushed content, the processing method for the pushed content can be determined based on the probability. For example, when the probability is high, it is determined to show the push content to the target user, and when the probability is low, the push content is blocked.
本申请再一个实施例提供的推送内容的处理方法,相较于图2所示的推送内容的处理方法,本实施例还通过将目标用户的用户画像输入已训练的回归模型,并获取已训练的回归模型输出的目标用户转化推送内容的概率,基于概率确定推送内容的处理方式,从而提升推送内容处理的准确性和效率。Compared with the method for processing pushed content shown in FIG. 2, the method for processing pushed content provided in another embodiment of the present application also inputs the user portrait of the target user into the trained regression model, and obtains the trained regression model. Based on the probability that the target user converts the pushed content output by the regression model, the processing method of the pushed content is determined based on the probability, thereby improving the accuracy and efficiency of the pushed content processing.
请参阅图10,图10示出了本申请实施例提供的推送内容的处理装置300的模块框图。该推送内容的处理装置300应用于上述电子设备,下面将针对图10所示的框图进行阐述,所述推送内容的处理装置300包括:推送内容接收模块310、参考用户获取模块320、参考转化率获取模块330以及处理方式确定模块340,其中:Please refer to FIG. 10, which shows a block diagram of a device 300 for processing push content provided by an embodiment of the present application. The device 300 for processing push content is applied to the above-mentioned electronic equipment. The following will describe the block diagram shown in FIG. 10. The device 300 for processing push content includes: a push content receiving module 310, a reference user acquisition module 320, and a reference conversion rate. The obtaining module 330 and the processing method determining module 340, wherein:
推送内容接收模块310,用于所述电子设备接收待展示给目标用户的推送内容。The push content receiving module 310 is used for the electronic device to receive push content to be displayed to the target user.
参考用户获取模块320,用于根据所述目标用户的用户画像,获取与所述目标用户的用户画像匹配的用户作为参考用户。The reference user obtaining module 320 is configured to obtain a user who matches the user portrait of the target user as a reference user according to the user portrait of the target user.
进一步地,所述用户画像包括基本属性、兴趣偏好、支付行为以及推送转化率,所述参考用户获取模块320包括:第一参考用户获取子模块、第二参考用户获取子模块、第三参考用户获取子模块以及第四参考用户获取子模块,其中:Further, the user portrait includes basic attributes, interest preferences, payment behavior, and push conversion rate. The reference user acquisition module 320 includes: a first reference user acquisition submodule, a second reference user acquisition submodule, and a third reference user The acquisition sub-module and the fourth reference user acquisition sub-module, where:
第一参考用户获取子模块,用于根据所述目标用户的基本属性,查找与所述目标用户的基本属性匹配的用户作为所述参考用户。The first reference user acquisition sub-module is configured to find a user who matches the basic attribute of the target user as the reference user according to the basic attribute of the target user.
第二参考用户获取子模块,用于根据所述目标用户的兴趣偏好,查找与所述目标用户的兴趣偏好匹配的用户作为所述参考用户。The second reference user acquisition sub-module is configured to find a user who matches the interest preference of the target user as the reference user according to the interest preference of the target user.
第三参考用户获取子模块,用于根据所述目标用户的支付行为,查找与所述目标用户的支付行为匹配的用户作为所述参考用户。The third reference user acquisition sub-module is configured to find a user who matches the payment behavior of the target user as the reference user according to the payment behavior of the target user.
第四参考用户获取子模块,用于根据所述目标用户的推送转化率,查找与所述目标用户的推送转化率匹配的用户作为所述参考用户。The fourth reference user acquisition sub-module is configured to find a user who matches the push conversion rate of the target user as the reference user according to the push conversion rate of the target user.
参考转化率获取模块330,用于获取所述参考用户针对所述推送内容的转化率作为参考转化率。The reference conversion rate obtaining module 330 is configured to obtain the conversion rate of the reference user for the pushed content as a reference conversion rate.
进一步地,所述参考转化率获取模块330包括:类型获取子模块和参考转化率获取子模块,其中:Further, the reference conversion rate obtaining module 330 includes: a type obtaining sub-module and a reference conversion rate obtaining sub-module, wherein:
类型获取子模块,用于获取所述推送内容所属的类型。The type acquisition sub-module is used to acquire the type to which the pushed content belongs.
参考转化率获取子模块,用于获取所述参考用户针对所述类型的转化率作为所述参考转化率。The reference conversion rate obtaining sub-module is configured to obtain the conversion rate of the reference user for the type as the reference conversion rate.
进一步地,所述参考转化率获取子模块包括:类型判断单元、参考转化率获取单元以及第四推送内容屏蔽单元,其中:Further, the reference conversion rate obtaining sub-module includes: a type judging unit, a reference conversion rate obtaining unit, and a fourth pushing content blocking unit, wherein:
类型判断单元,用于判断所述类型是否为指定违规类型。The type judgment unit is used to judge whether the type is a designated violation type.
参考转化率获取单元,用于当所述类型不是指定违规类型时,获取所述参考用户针对所述类型的转化率作为所述参考转化率。The reference conversion rate obtaining unit is configured to obtain the conversion rate of the reference user for the type as the reference conversion rate when the type is not a designated violation type.
第四推送内容屏蔽单元,用于当所述类型为指定违规类型时,屏蔽所述推送内容。The fourth pushed content shielding unit is configured to shield the pushed content when the type is a designated violation type.
处理方式确定模块340,用于基于所述参考转化率确定对所述推送内容的处理方式。The processing method determining module 340 is configured to determine a processing method for the pushed content based on the reference conversion rate.
进一步地,所述处理方式确定模块340包括:参考转化率判断子模块、推送内容展示子模块以及推送内容屏蔽子模块,其中:Further, the processing method determining module 340 includes: a reference conversion rate judgment sub-module, a pushed content display sub-module, and a pushed content blocking sub-module, wherein:
参考转化率判断子模块,用于判断所述参考转化率是否大于第一转化率。The reference conversion rate judgment sub-module is used to judge whether the reference conversion rate is greater than the first conversion rate.
推送内容展示子模块,用于当所述参考转化率大于所述第一转化率时,向所述目标用户展示所述推送内容。The push content display submodule is configured to display the push content to the target user when the reference conversion rate is greater than the first conversion rate.
进一步地,所述推送内容展示子模块包括:参考转化率判断单元、第一推送内容展示单元、次数获取单元、推送内容屏蔽单元以及第二推送内容展示单元,其中:Further, the pushed content display submodule includes: a reference conversion rate judgment unit, a first pushed content display unit, a frequency acquisition unit, a pushed content shielding unit, and a second pushed content display unit, wherein:
参考转化率判断单元,用于当所述参考转化率大于所述第一转化率时,判断所述参考转化率是否大于第二转化率,其中,所述第二转化率大于所述第一转化率。A reference conversion rate judging unit, configured to determine whether the reference conversion rate is greater than a second conversion rate when the reference conversion rate is greater than the first conversion rate, wherein the second conversion rate is greater than the first conversion rate rate.
第一推送内容展示单元,用于当所述参考转化率大于所述第二转化率时,向所述目标用 户展示所述推送内容。The first pushed content display unit is configured to display the pushed content to the target user when the reference conversion rate is greater than the second conversion rate.
次数获取单元,用于当所述参考转化率不大于所述第二转化率时,获取已向所述目标用户展示所述推送内容的次数。The number acquisition unit is configured to acquire the number of times the push content has been displayed to the target user when the reference conversion rate is not greater than the second conversion rate.
进一步地,所述次数获取单元包括:次数获取子单元,其中:Further, the frequency obtaining unit includes: a frequency obtaining subunit, wherein:
次数获取子单元,用于当所述参考转化率不大于所述第二转化率时,获取在预设时间段内已向所述目标用户展示所述推送内容的次数。The number acquisition subunit is configured to acquire the number of times the push content has been displayed to the target user within a preset time period when the reference conversion rate is not greater than the second conversion rate.
推送内容屏蔽单元,用于当所述次数达到次数阈值时,屏蔽所述推送内容。The pushed content shielding unit is configured to shield the pushed content when the number of times reaches the number threshold.
第二推送内容展示单元,用于当所述次数未达到次数阈值时,向所述目标用户展示所述推送内容。The second pushed content display unit is configured to display the pushed content to the target user when the number of times does not reach the number threshold.
进一步地,所述用户画像包括内容展示偏好画像,所述推送内容展示子模块包括:内容展示方式确定单元和第三推送内容展示单元,其中:Further, the user portrait includes a content display preference portrait, and the push content display sub-module includes: a content display mode determination unit and a third push content display unit, wherein:
内容展示方式确定单元,用于当所述参考转化率大于所述第一转化率时,基于所述目标用户的内容展示偏好画像,确定与所述目标用户的内容展示偏好画像对应的内容展示方式。The content display mode determining unit is configured to determine a content display mode corresponding to the content display preference portrait of the target user based on the content display preference portrait of the target user when the reference conversion rate is greater than the first conversion rate .
第三推送内容展示单元,用于基于所述内容展示方式向所述目标用户展示所述推送内容。The third pushed content display unit is configured to display the pushed content to the target user based on the content display mode.
推送内容屏蔽子模块,用于当所述参考转化率不大于所述第一转化率时,屏蔽所述推送内容。The push content shielding submodule is configured to shield the push content when the reference conversion rate is not greater than the first conversion rate.
进一步地,所述处理方式确定模块340包括:用户画像输入子模块、概率获取子模块以及处理方式确定子模块,其中:Further, the processing mode determination module 340 includes: a user portrait input sub-module, a probability acquisition sub-module, and a processing mode determination sub-module, wherein:
用户画像输入子模块,用于将所述目标用户的用户画像输入已训练的回归模型,所述已训练的回归模型为通过对所述参考用户的用户画像以及所述参考用户针对所述推送内容的转化率进行回归拟合获得。The user portrait input sub-module is used to input the user portrait of the target user into a trained regression model. The trained regression model is based on the user portrait of the reference user and the reference user’s response to the push content The conversion rate is obtained by regression fitting.
进一步地,所述用户画像输入子模块包括:用户画像分析单元和用户画像输入单元,其中:Further, the user portrait input sub-module includes: a user portrait analysis unit and a user portrait input unit, wherein:
用户画像分析单元,用于对所述目标用户的用户画像进行主成分分析,从所述目标用户的用户画像中获得关键用户画像。The user portrait analysis unit is used to perform principal component analysis on the user portrait of the target user, and obtain a key user portrait from the user portrait of the target user.
用户画像输入单元,用于将所述关键用户画像输入所述已训练的回归模型。The user portrait input unit is used to input the key user portrait into the trained regression model.
概率获取子模块,用于获取所述已训练的回归模型输出的所述目标用户转化所述推送内容的概率。The probability acquisition sub-module is used to acquire the probability that the target user output by the trained regression model converts the pushed content.
处理方式确定子模块,用于基于所述概率确定对所述推送内容的处理方式。The processing mode determination sub-module is configured to determine the processing mode for the pushed content based on the probability.
所属领域的技术人员可以清楚地了解到,为描述的方便和简洁,上述描述装置和模块的具体工作过程,可以参考前述方法实施例中的对应过程,在此不再赘述。Those skilled in the art can clearly understand that, for the convenience and conciseness of description, the specific working process of the device and module described above can refer to the corresponding process in the foregoing method embodiment, which will not be repeated here.
在本申请所提供的几个实施例中,模块相互之间的耦合可以是电性,机械或其它形式的耦合。In the several embodiments provided in this application, the coupling between the modules may be electrical, mechanical or other forms of coupling.
另外,在本申请各个实施例中的各功能模块可以集成在一个处理模块中,也可以是各个模块单独物理存在,也可以两个或两个以上模块集成在一个模块中。上述集成的模块既可以采用硬件的形式实现,也可以采用软件功能模块的形式实现。In addition, each functional module in each embodiment of the present application may be integrated into one processing module, or each module may exist alone physically, or two or more modules may be integrated into one module. The above-mentioned integrated modules can be implemented in the form of hardware or software function modules.
请参阅图11,其示出了本申请实施例提供的一种电子设备100的结构框图。该电子设备100可以是智能手机、平板电脑、电子书等能够运行应用程序的电子设备。本申请中的电子设备100可以包括一个或多个如下部件:处理器110、存储器120以及一个或多个应用程序,其中一个或多个应用程序可以被存储在存储器120中并被配置为由一个或多个处理器110执行,一个或多个程序配置用于执行如前述方法实施例所描述的方法。Please refer to FIG. 11, which shows a structural block diagram of an electronic device 100 provided by an embodiment of the present application. The electronic device 100 may be an electronic device capable of running application programs, such as a smart phone, a tablet computer, or an e-book. The electronic device 100 in this application may include one or more of the following components: a processor 110, a memory 120, and one or more application programs. One or more application programs may be stored in the memory 120 and configured to be Or multiple processors 110 execute, and one or more programs are configured to execute the method described in the foregoing method embodiment.
其中,处理器110可以包括一个或者多个处理核。处理器110利用各种接口和线路连接整个电子设备100内的各个部分,通过运行或执行存储在存储器120内的指令、程序、代码集或指令集,以及调用存储在存储器120内的数据,执行电子设备100的各种功能和处理数据。可选地,处理器110可以采用数字信号处理(Digital Signal Processing,DSP)、现场可编程门阵列(Field-Programmable Gate Array,FPGA)、可编程逻辑阵 列(Programmable Logic Array,PLA)中的至少一种硬件形式来实现。处理器110可集成中央处理器(Central Processing Unit,CPU)、图形处理器(Graphics Processing Unit,GPU)和调制解调器等中的一种或几种的组合。其中,CPU主要处理操作系统、用户界面和应用程序等;GPU用于负责待显示内容的渲染和绘制;调制解调器用于处理无线通信。可以理解的是,上述调制解调器也可以不集成到处理器110中,单独通过一块通信芯片进行实现。The processor 110 may include one or more processing cores. The processor 110 uses various interfaces and lines to connect various parts of the entire electronic device 100, and executes by running or executing instructions, programs, code sets, or instruction sets stored in the memory 120, and calling data stored in the memory 120. Various functions and processing data of the electronic device 100. Optionally, the processor 110 may adopt at least one of Digital Signal Processing (DSP), Field-Programmable Gate Array (FPGA), and Programmable Logic Array (PLA). A kind of hardware form to realize. The processor 110 may integrate one or a combination of a central processing unit (CPU), a graphics processing unit (GPU), a modem, and the like. Among them, the CPU mainly processes the operating system, user interface, and application programs; the GPU is used to render and draw the content to be displayed; the modem is used to process wireless communication. It can be understood that the above-mentioned modem may not be integrated into the processor 110, but may be implemented by a communication chip alone.
存储器120可以包括随机存储器(Random Access Memory,RAM),也可以包括只读存储器(Read-Only Memory)。存储器120可用于存储指令、程序、代码、代码集或指令集。存储器120可包括存储程序区和存储数据区,其中,存储程序区可存储用于实现操作系统的指令、用于实现至少一个功能的指令(比如触控功能、声音播放功能、图像播放功能等)、用于实现下述各个方法实施例的指令等。存储数据区还可以存储终端100在使用中所创建的数据(比如电话本、音视频数据、聊天记录数据)等。The memory 120 may include random access memory (RAM) or read-only memory (Read-Only Memory). The memory 120 may be used to store instructions, programs, codes, code sets or instruction sets. The memory 120 may include a program storage area and a data storage area, where the program storage area may store instructions for implementing the operating system and instructions for implementing at least one function (such as touch function, sound playback function, image playback function, etc.) , Instructions used to implement the following various method embodiments, etc. The data storage area can also store data (such as phone book, audio and video data, chat record data) created by the terminal 100 during use.
请参阅图12,其示出了本申请实施例提供的一种计算机可读存储介质的结构框图。该计算机可读介质400中存储有程序代码,所述程序代码可被处理器调用执行上述方法实施例中所描述的方法。Please refer to FIG. 12, which shows a structural block diagram of a computer-readable storage medium provided by an embodiment of the present application. The computer-readable medium 400 stores program code, and the program code can be invoked by a processor to execute the method described in the foregoing method embodiment.
计算机可读存储介质400可以是诸如闪存、EEPROM(电可擦除可编程只读存储器)、EPROM、硬盘或者ROM之类的电子存储器。可选地,计算机可读存储介质400包括非易失性计算机可读介质(non-transitory computer-readable storage medium)。计算机可读存储介质400具有执行上述方法中的任何方法步骤的程序代码410的存储空间。这些程序代码可以从一个或者多个计算机程序产品中读出或者写入到这一个或者多个计算机程序产品中。程序代码410可以例如以适当形式进行压缩。The computer-readable storage medium 400 may be an electronic memory such as flash memory, EEPROM (Electrically Erasable Programmable Read Only Memory), EPROM, hard disk, or ROM. Optionally, the computer-readable storage medium 400 includes a non-transitory computer-readable storage medium. The computer-readable storage medium 400 has a storage space for executing the program code 410 of any method step in the above-mentioned method. These program codes can be read from or written into one or more computer program products. The program code 410 may be compressed in a suitable form, for example.
综上所述,本申请实施例提供的推送内容的处理方法、装置、电子设备以及存储介质,电子设备接收待展示给目标用户的推送内容,根据目标用户的用户画像,获取与目标用户的用户画像匹配的用户作为参考用户,获取参考用户针对推送内容的转化率作为参考转化率,基于参考转化率确定对推送内容的处理方式,从而通过在接收到推送内容时,根据用户画像获取参考用户并获取参考用户针对推送内容的参考转化率,并基于参考转化率确定对推送内容的处理方式,以提高所展示的推送内容的转化率以及提升用户体验。In summary, the method, device, electronic device, and storage medium for processing push content provided in the embodiments of the present application. The electronic device receives the push content to be displayed to the target user, and obtains the user who is related to the target user according to the user portrait of the target user. The user who matches the profile is used as the reference user, the conversion rate of the reference user for the pushed content is obtained as the reference conversion rate, and the processing method for the pushed content is determined based on the reference conversion rate, so that when the push content is received, the reference user and Obtain the reference conversion rate of the reference user for the pushed content, and determine the processing method for the pushed content based on the reference conversion rate, so as to increase the conversion rate of the displayed pushed content and improve the user experience.
最后应说明的是:以上实施例仅用以说明本申请的技术方案,而非对其限制;尽管参照前述实施例对本申请进行了详细的说明,本领域的普通技术人员当理解:其依然可以对前述各实施例所记载的技术方案进行修改,或者对其中部分技术特征进行等同替换;而这些修改或者替换,并不驱使相应技术方案的本质脱离本申请各实施例技术方案的精神和范围。Finally, it should be noted that the above embodiments are only used to illustrate the technical solutions of the application, not to limit them; although the application has been described in detail with reference to the foregoing embodiments, those of ordinary skill in the art should understand that: The technical solutions recorded in the foregoing embodiments are modified, or some of the technical features thereof are equivalently replaced; these modifications or replacements do not drive the essence of the corresponding technical solutions to deviate from the spirit and scope of the technical solutions of the embodiments of the present application.

Claims (20)

  1. 一种推送内容的处理方法,其特征在于,应用于电子设备,所述方法包括:A method for processing push content, which is characterized in that it is applied to an electronic device, and the method includes:
    所述电子设备接收待展示给目标用户的推送内容;The electronic device receives the push content to be displayed to the target user;
    根据所述目标用户的用户画像,获取与所述目标用户的用户画像匹配的用户作为参考用户;Obtaining a user who matches the user portrait of the target user as a reference user according to the user portrait of the target user;
    获取所述参考用户针对所述推送内容的转化率作为参考转化率;Acquiring the conversion rate of the reference user for the pushed content as a reference conversion rate;
    基于所述参考转化率确定对所述推送内容的处理方式。A method for processing the pushed content is determined based on the reference conversion rate.
  2. 根据权利要求1所述的方法,其特征在于,所述基于所述参考转化率确定对所述推送内容的处理方式,包括:The method according to claim 1, wherein the determining a processing method for the pushed content based on the reference conversion rate comprises:
    判断所述参考转化率是否大于第一转化率;Determine whether the reference conversion rate is greater than the first conversion rate;
    当所述参考转化率大于所述第一转化率时,向所述目标用户展示所述推送内容。When the reference conversion rate is greater than the first conversion rate, the push content is displayed to the target user.
  3. 根据权利要求2所述的方法,其特征在于,所述当所述参考转化率大于所述第一转化率时,向所述目标用户展示所述推送内容,包括:The method according to claim 2, wherein the displaying the pushed content to the target user when the reference conversion rate is greater than the first conversion rate comprises:
    当所述参考转化率大于所述第一转化率时,判断所述参考转化率是否大于第二转化率,其中,所述第二转化率大于所述第一转化率;When the reference conversion rate is greater than the first conversion rate, judging whether the reference conversion rate is greater than a second conversion rate, wherein the second conversion rate is greater than the first conversion rate;
    当所述参考转化率大于所述第二转化率时,向所述目标用户展示所述推送内容。When the reference conversion rate is greater than the second conversion rate, the push content is displayed to the target user.
  4. 根据权利要求3所述的方法,其特征在于,所述方法还包括:The method according to claim 3, wherein the method further comprises:
    当所述参考转化率不大于所述第二转化率时,获取已向所述目标用户展示所述推送内容的次数;When the reference conversion rate is not greater than the second conversion rate, acquiring the number of times the push content has been displayed to the target user;
    当所述次数达到次数阈值时,屏蔽所述推送内容;When the number of times reaches the number threshold, shield the pushed content;
    当所述次数未达到次数阈值时,向所述目标用户展示所述推送内容。When the number of times does not reach the number threshold, the push content is displayed to the target user.
  5. 根据权利要求4所述的方法,其特征在于,所述当所述参考转化率不大于所述第二转化率时,获取已向所述目标用户展示所述推送内容的次数,包括:The method according to claim 4, wherein when the reference conversion rate is not greater than the second conversion rate, acquiring the number of times the pushed content has been displayed to the target user comprises:
    当所述参考转化率不大于所述第二转化率时,获取在预设时间段内已向所述目标用户展示所述推送内容的次数。When the reference conversion rate is not greater than the second conversion rate, obtain the number of times the push content has been displayed to the target user within a preset time period.
  6. 根据权利要求2-5任一项所述的方法,其特征在于,所述方法还包括:The method according to any one of claims 2-5, wherein the method further comprises:
    当所述参考转化率不大于所述第一转化率时,屏蔽所述推送内容。When the reference conversion rate is not greater than the first conversion rate, the pushed content is blocked.
  7. 根据权利要求2-6任一项所述的方法,其特征在于,所述用户画像包括内容展示偏好画像,所述当所述参考转化率大于所述第一转化率时,向所述目标用户展示所述推送内容,包括:The method according to any one of claims 2-6, wherein the user portrait includes a content display preference portrait, and when the reference conversion rate is greater than the first conversion rate, the target user Display the push content, including:
    当所述参考转化率大于所述第一转化率时,基于所述目标用户的内容展示偏好画像,确定与所述目标用户的内容展示偏好画像对应的内容展示方式;When the reference conversion rate is greater than the first conversion rate, based on the content display preference portrait of the target user, determine a content display mode corresponding to the content display preference portrait of the target user;
    基于所述内容展示方式向所述目标用户展示所述推送内容。Displaying the pushed content to the target user based on the content display manner.
  8. 根据权利要求1-7任一项所述的方法,其特征在于,所述用户画像包括基本属性,所述根据所述目标用户的用户画像,获取与所述目标用户的用户画像匹配的用户作为参考用户,包括:The method according to any one of claims 1-7, wherein the user portrait includes basic attributes, and the user who matches the user portrait of the target user is acquired as the user portrait of the target user according to the user portrait of the target user. Reference users, including:
    根据所述目标用户的基本属性,查找与所述目标用户的基本属性匹配的用户作为所述参考用户。According to the basic attributes of the target user, search for a user matching the basic attributes of the target user as the reference user.
  9. 根据权利要求8所述的方法,其特征在于,所述基本属性包括年龄和性别中的至少一种。The method according to claim 8, wherein the basic attribute includes at least one of age and gender.
  10. 根据权利要求1-9任一项所述的方法,其特征在于,所述用户画像包括兴趣偏好,所述根据所述目标用户的用户画像,获取与所述目标用户的用户画像匹配的用户作为参考用户,包括:The method according to any one of claims 1-9, wherein the user portrait includes interest preferences, and the user who matches the user portrait of the target user is acquired as the user portrait of the target user according to the user portrait of the target user. Reference users, including:
    根据所述目标用户的兴趣偏好,查找与所述目标用户的兴趣偏好匹配的用户作为所述参考用户。According to the interest preference of the target user, a user matching the interest preference of the target user is searched for as the reference user.
  11. 根据权利要求1-10任一项所述的方法,其特征在于,所述用户画像包括支付行为,所述根据所述目标用户的用户画像,获取与所述目标用户的用户画像匹配的用户作为参考用户,包括:The method according to any one of claims 1-10, wherein the user portrait includes a payment behavior, and the user who matches the user portrait of the target user is acquired as the user portrait of the target user according to the user portrait of the target user. Reference users, including:
    根据所述目标用户的支付行为,查找与所述目标用户的支付行为匹配的用户作为所述参考用户。According to the payment behavior of the target user, a user matching the payment behavior of the target user is searched for as the reference user.
  12. 根据权利要求1-11任一项所述的方法,其特征在于,所述用户画像包括推送转化率,所述根据所述目标用户的用户画像,获取与所述目标用户的用户画像匹配的用户作为参考用户,包括:The method according to any one of claims 1-11, wherein the user portrait includes a push conversion rate, and the user who matches the user portrait of the target user is obtained according to the user portrait of the target user As reference users, include:
    根据所述目标用户的推送转化率,查找与所述目标用户的推送转化率匹配的用户作为所述参考用户。According to the push conversion rate of the target user, search for a user matching the push conversion rate of the target user as the reference user.
  13. 根据权利要求1-12任一项所述的方法,其特征在于,所述基于所述参考转化率确定对所述推送内容的处理方式,包括:The method according to any one of claims 1-12, wherein the determining a processing method for the pushed content based on the reference conversion rate comprises:
    将所述目标用户的用户画像输入已训练的回归模型,所述已训练的回归模型为通过对所述参考用户的用户画像以及所述参考用户针对所述推送内容的转化率进行回归拟合获得;The user portrait of the target user is input into a trained regression model, and the trained regression model is obtained by regression fitting the user portrait of the reference user and the conversion rate of the reference user for the pushed content ;
    获取所述已训练的回归模型输出的所述目标用户转化所述推送内容的概率;Acquiring the probability that the target user output by the trained regression model converts the pushed content;
    基于所述概率确定对所述推送内容的处理方式。A processing method for the pushed content is determined based on the probability.
  14. 根据权利要求13所述的方法,其特征在于,所述将所述目标用户的用户画像输入已训练的回归模型,包括:The method according to claim 13, wherein said inputting the user portrait of the target user into a trained regression model comprises:
    对所述目标用户的用户画像进行主成分分析,从所述目标用户的用户画像中获得关键用户画像;Perform principal component analysis on the user portrait of the target user, and obtain a key user portrait from the user portrait of the target user;
    将所述关键用户画像输入所述已训练的回归模型。The key user portrait is input into the trained regression model.
  15. 根据权利要求1-14任一项所述的方法,其特征在于,所述获取所述参考用户针对所述推送内容的转化率作为参考转化率,包括:The method according to any one of claims 1-14, wherein the obtaining the conversion rate of the reference user for the pushed content as a reference conversion rate comprises:
    获取所述推送内容所属的类型;Acquiring the type to which the pushed content belongs;
    获取所述参考用户针对所述类型的转化率作为所述参考转化率。Obtain the conversion rate of the reference user for the type as the reference conversion rate.
  16. 根据权利要求15所述的方法,其特征在于,所述获取所述参考用户针对所述类型的转化率作为所述参考转化率,包括:The method according to claim 15, wherein the obtaining the conversion rate of the reference user for the type as the reference conversion rate comprises:
    判断所述类型是否为指定违规类型;Determine whether the type is a designated violation type;
    当所述类型不是指定违规类型时,获取所述参考用户针对所述类型的转化率作为所述参考转化率。When the type is not a designated violation type, the conversion rate of the reference user for the type is obtained as the reference conversion rate.
  17. 根据权利要求16所述的方法,其特征在于,所述方法还包括:The method according to claim 16, wherein the method further comprises:
    当所述类型为指定违规类型时,屏蔽所述推送内容。When the type is a designated violation type, the pushed content is blocked.
  18. 一种推送内容的处理装置,其特征在于,应用于电子设备,所述装置包括:A processing device for pushing content, which is characterized in that it is applied to electronic equipment, and the device includes:
    推送内容接收模块,用于所述电子设备接收待展示给目标用户的推送内容;Push content receiving module, used for the electronic device to receive push content to be displayed to the target user;
    参考用户获取模块,用于根据所述目标用户的用户画像,获取与所述目标用户的用户画像匹配的用户作为参考用户;The reference user acquisition module is configured to acquire a user who matches the user portrait of the target user as a reference user according to the user portrait of the target user;
    参考转化率获取模块,用于获取所述参考用户针对所述推送内容的转化率作为参考转化率;The reference conversion rate obtaining module is configured to obtain the conversion rate of the reference user for the pushed content as a reference conversion rate;
    处理方式确定模块,用于基于所述参考转化率确定对所述推送内容的处理方式。The processing method determining module is configured to determine a processing method for the pushed content based on the reference conversion rate.
  19. 一种电子设备,其特征在于,包括存储器和处理器,所述存储器耦接到所述处理器,所述存储器存储指令,当所述指令由所述处理器执行时所述处理器执行如权利要求1-17任一项所述的方法。An electronic device, comprising a memory and a processor, the memory is coupled to the processor, the memory stores instructions, and the processor executes the instructions when the instructions are executed by the processor. The method of any one of 1-17 is required.
  20. 一种计算机可读取存储介质,其特征在于,所述计算机可读取存储介质中存储有程序代码,所述程序代码可被处理器调用执行如权利要求1-17任一项所述的方法。A computer-readable storage medium, wherein the computer-readable storage medium stores program code, and the program code can be called by a processor to execute the method according to any one of claims 1-17 .
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