WO2021087754A1 - Method and device for displaying pushed content, electronic apparatus, and storage medium - Google Patents

Method and device for displaying pushed content, electronic apparatus, and storage medium Download PDF

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Publication number
WO2021087754A1
WO2021087754A1 PCT/CN2019/115751 CN2019115751W WO2021087754A1 WO 2021087754 A1 WO2021087754 A1 WO 2021087754A1 CN 2019115751 W CN2019115751 W CN 2019115751W WO 2021087754 A1 WO2021087754 A1 WO 2021087754A1
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WIPO (PCT)
Prior art keywords
portrait
content
target user
picture
user
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PCT/CN2019/115751
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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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Publication date
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 CN201980099746.3A priority Critical patent/CN114286980A/en
Priority to PCT/CN2019/115751 priority patent/WO2021087754A1/en
Publication of WO2021087754A1 publication Critical patent/WO2021087754A1/en

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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F9/00Arrangements for program control, e.g. control units
    • G06F9/06Arrangements for program control, e.g. control units using stored programs, i.e. using an internal store of processing equipment to receive or retain programs
    • G06F9/44Arrangements for executing specific programs
    • G06F9/451Execution arrangements for user interfaces

Definitions

  • This application relates to the technical field of electronic equipment, and more specifically, to a display method, device, electronic equipment, and storage medium for pushing 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 display method, device, electronic device, and storage medium for pushing content to solve the above-mentioned problems.
  • an embodiment of the present application provides a method for displaying push content, which is applied to an electronic device, and the method includes: the electronic device receives push content to be pushed to a target user, and the target user is A user corresponding to the electronic device; determining a content display mode corresponding to the user portrait according to the user portrait of the target user, the user portrait being used to characterize the target user's display preference for the content displayed by the electronic device; Displaying the pushed content to the target user based on the content display manner.
  • an embodiment of the present application provides a display device for pushing content, which is applied to an electronic device.
  • the device includes: a pushed content receiving module for the electronic device to receive pushed content to be pushed to a target user.
  • the target user is a user corresponding to the electronic device; the content display mode determination module is used to determine the content display mode corresponding to the user portrait according to the user portrait of the target user, and the user portrait is used to characterize the user portrait of the target user.
  • 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 displaying pushed content provided in the embodiments of the present application.
  • the electronic device receives the pushed content to be pushed to a target user, the target user is a user corresponding to the electronic device, and according to the user portrait of the target user, Determine the content display method corresponding to the user portrait, where the user portrait is used to characterize the target user’s display preference for the content displayed by the electronic device, and the target user is displayed push content based on the content display method, so that the push content is displayed according to the user when receiving the push content
  • the user portrait determines the corresponding content display method, and displays the pushed content based on the content display method, so as to achieve the personalized display effect of the pushed content and improve the user experience.
  • FIG. 1 shows a schematic diagram of an application environment that can be used in the display method of pushing content provided by an embodiment of the present application
  • FIG. 2 shows a schematic flowchart of a method for displaying pushed content provided by an embodiment of the present application
  • FIG. 3 shows a schematic flowchart of a method for displaying push content provided by another embodiment of the present application
  • FIG. 4 shows a schematic flowchart of a method for displaying push content provided by still another embodiment of the present application
  • FIG. 5 shows a schematic flowchart of step S303 of the method for displaying pushed content shown in FIG. 4 of the present application
  • FIG. 6 shows a schematic flowchart of step S3031 of the method for displaying pushed content shown in FIG. 5 of the present application;
  • FIG. 7 shows a schematic flowchart of a method for displaying pushed content provided by another embodiment of the present application.
  • FIG. 8 shows a schematic flowchart of step S403 of the method for displaying pushed content shown in FIG. 7 of the present application
  • FIG. 9 shows a schematic flowchart of a method for displaying push content provided by yet another embodiment of the present application.
  • FIG. 10 shows a block diagram of a module for a display 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 displaying 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 displaying pushed 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 inventor has discovered through long-term research, and proposed the display method, device, electronic device, and storage medium of the pushed content provided by the embodiments of the present application.
  • the pushed content is received, the corresponding image is determined according to the user portrait of the user.
  • the specific display method of the pushed content will be described in detail in the subsequent embodiments.
  • the following describes a schematic diagram of an environment that can be used in the display method of pushing content provided in the embodiments of the present application.
  • FIG. 1 shows a schematic diagram of an application environment that can be used in the method for displaying pushed 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 displaying push content provided by an embodiment of the present application.
  • the push content display method determines the corresponding content display mode according to the user portrait of the user when the push content is received, and displays the pushed content based on the content display mode, so as to achieve the personalized display effect of the pushed content and improve the user experience.
  • the method for displaying pushed content is applied to the display device 300 for pushing content as shown in FIG. 10 and the electronic device 100 configured with the display device 300 for pushing content (FIG. 11 ).
  • FIG. 11 shows a schematic flowchart of a method for displaying push content provided by an embodiment of the present application.
  • the push content display method determines the corresponding content display mode according to the user portrait of the user when the push content is received, and displays the pushed content based on the content display mode, so as to achieve the personalized display effect of the pushed content and improve the user experience.
  • the method for displaying pushed content is applied to the display device 300 for pushing content as shown in
  • 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 display method of the pushed content may specifically include the following steps:
  • Step S101 The electronic device receives push content to be pushed to a target user, and the target user is a user corresponding to the electronic device.
  • the target user is 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 pushed to the target user.
  • the push content may include advertisements, games, articles, audios, videos, links, etc., which are not limited here.
  • Step S102 Determine a content display mode corresponding to the user portrait according to the user portrait of the target user, where the user portrait is used to characterize the target user's display preference for the content displayed by the electronic device.
  • 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 pushed to the target user, read the user portrait of the target user locally, or after receiving the user portrait of the target user.
  • the user portrait of the target user is obtained from the server, which is not limited here.
  • the user portrait is used to characterize the target user's display preference for the content displayed by the electronic device.
  • the user portrait may be used to characterize the target user's preference for the display position of the content displayed by the electronic device, and the content of the displayed content.
  • the preference of the display size, 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 may determine the content display mode corresponding to the user portrait of the target user according to the user portrait of the target user. It is understandable that the content display mode determined according to the user 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 user portrait characterizing 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 method determined according to the target user’s user portrait is the upper left of the electronic device square. For another example, if the user portrait indicates 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 user portrait of the target user is red.
  • a mapping relationship between user portraits and content display modes may be established in advance, and the mapping relationship may include multiple user portraits and multiple content display modes, where multiple user portraits and multiple content display modes can correspond one-to-one , Multiple user portraits can correspond to one content display mode, and one user portrait can correspond to multiple content display modes, etc.
  • the user portrait of the target user can be obtained, and the user portrait of the target user can be compared with multiple user portraits in the pre-established mapping relationship to obtain a user portrait that matches the user portrait of the target user.
  • the content display mode corresponding to the user portrait matching the user portrait of the target user is obtained based on the mapping relationship, and the obtained content display mode is determined as the content display mode corresponding to the user portrait of the target user.
  • Step S103 Display the pushed content to the target user based on the content display mode.
  • the push content to be pushed to the target user may be displayed to the target user based on the determined content display mode, so that the display mode of the pushed content is improved. In line with user preferences, the conversion rate and user experience of the pushed content can be improved.
  • 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.
  • an electronic device receives the pushed content to be pushed to a target user, the target user is a user corresponding to the electronic device, and the content corresponding to the user portrait is determined according to the user portrait of the target user
  • the display mode where the user portrait is used to characterize the target user’s display preference for the content displayed by the electronic device, and the target user is displayed the push content based on the content display mode, so that the corresponding content is determined according to the user portrait of the user when the push content is received
  • Display method and display the push content based on the content display method, in order to achieve the personalized display effect of the push content and improve the user experience.
  • the user portrait includes a text display preference portrait and a picture display preference portrait.
  • the portrait is used to characterize the target user's display preference for the text displayed by the electronic device
  • the picture display preference portrait is used to characterize the target user's display preference for the picture displayed by the electronic device
  • the display method of the pushed content may specifically include the following steps:
  • Step S201 The electronic device receives push content to be pushed to a target user, and the target user is a user corresponding to the electronic device.
  • step S201 For the specific description of step S201, please refer to step S101, which will not be repeated here.
  • Step S202 Obtain the display settings of the electronic device.
  • the display settings of the electronic device can be obtained, where the display settings of the electronic device can be used to characterize the display mode of the content currently set by the electronic device.
  • the display settings of the electronic device may include font size settings, element display size settings, screen color settings, screen color temperature settings, and so on.
  • the font size setting can be used to characterize the font size of the displayed text currently set by the electronic device
  • the element display size setting can be used to characterize the element size of the displayed picture or the display expression currently set by the electronic device
  • the screen color setting can be used for It characterizes the color of the displayed content currently set by the electronic device
  • the screen color temperature setting can be used to characterize the color temperature of the displayed content currently set by the electronic device, etc., which is not limited here.
  • the display setting of the electronic device may include the default display setting of the electronic device, and/or the display setting manually triggered by the target user on the electronic device.
  • the display setting of the electronic device is the default display setting of the electronic device, it can be considered that the target user has not changed the default display setting of the electronic device in the process of using the electronic device, that is, the default display setting of the electronic device conforms to the user's preference Or habit.
  • the display setting of the electronic device is the display setting manually triggered by the target user on the electronic device, it can be considered that the target user changes the default display setting of the electronic device during the use of the electronic device, that is, the default display setting of the electronic device is not Meet the user's preferences and habits.
  • acquiring the display settings of the electronic device may be acquiring the display settings manually triggered on the electronic device by the target user currently set by the electronic device and the default display settings of the electronic device that has not been modified, and combining the acquired display settings.
  • the display setting manually triggered by the target user on the electronic device and the default display setting of the electronic device are jointly used as the display setting of the electronic device.
  • Step S203 Obtain a user portrait of the target user based on the display setting.
  • the user portrait of the target user may be obtained based on the display settings of the electronic device.
  • the display settings of the electronic device can be directly converted into the preference tags of the target user, and then a user portrait of the target user is generated based on the preference tags of the target user.
  • Step S204 Determine a first content display mode corresponding to the text display preference portrait according to the text display preference portrait of the target user.
  • the user portrait may include a text display preference portrait, where the text display preference portrait is used to represent the target user's display preference for the text displayed by the electronic device. Therefore, in this embodiment, the electronic device can obtain the text display preference portrait of the target user, and according to the text display preference portrait of the target user, determine the content display mode corresponding to the text display preference portrait of the target user as the first content display mode .
  • Step S205 Acquire text information in the push content.
  • the electronic device may perform text recognition on the push content to extract the text information in the push content, and determine the extracted text information as the push content.
  • Text information may include, but is not limited to, text, numbers, characters, and so on.
  • Step S206 Adjust the text information based on the first content display mode to obtain current text information.
  • the text information may be adjusted based on the first content display mode to obtain the current text Information, wherein the current text information presentation mode obtained after adjustment corresponds to the first content presentation mode, so that the presentation mode of the text information in the pushed content is consistent with the target user's preferences or habits, and the user experience is improved.
  • the text display preference portrait may include a font size preference portrait, where the font size preference portrait is used to represent the target user's display preference for the font size of the text displayed by the electronic device.
  • the first content display mode corresponding to the font size preference portrait may be determined according to the font size preference portrait of the target user; the font size of the text information is determined based on the first content display mode. Make adjustments to obtain the current text information.
  • the electronic device may obtain the font size preference portrait of the target user, and according to the font size preference portrait of the target user, determine the content display mode corresponding to the font size preference portrait of the target user as the first content display mode.
  • the font size of the text information may be adjusted based on the first content display mode to obtain the current text information, where , The font size of the current text information obtained after adjustment corresponds to the first content display method, so that the font size of the text information in the pushed content is consistent with the target user's preferences or habits, and the user experience is improved.
  • the text display preference portrait may include a text spacing preference portrait, where the text spacing preference portrait is used to represent the target user's display preference for the text spacing of the text displayed by the electronic device.
  • the first content display mode corresponding to the text spacing preference portrait may be determined according to the text spacing preference portrait of the target user; The spacing is adjusted to obtain the current text information.
  • the electronic device may obtain the text spacing preference portrait of the target user, and according to the text spacing preference portrait of the target user, determine the content display mode corresponding to the text spacing preference portrait of the target user as the first content display mode.
  • the spacing between the text information can be adjusted based on the first content display mode to obtain the current text information, wherein, the adjusted presentation mode of the spacing between the current text information corresponds to the first content display mode, so that the presentation mode of the spacing between the text information in the pushed content is consistent with the preferences or habits of the target user, Improve user experience.
  • Step S207 Show the push content including the current text information to the target user.
  • the push content including the current text information may be displayed to the target user, so that the text information in the push content is
  • the display method is more in line with user preferences and can improve the conversion rate and user experience of the pushed content.
  • Step S208 Determine a second content display mode corresponding to the picture display preference portrait according to the picture display preference portrait of the target user.
  • the user portrait may include a picture display preference portrait, where the picture display preference portrait is used to represent the target user's display preference for pictures displayed by the electronic device. Therefore, in this embodiment, the electronic device can obtain the picture display preference portrait of the target user, and according to the picture display preference portrait of the target user, determine the content display mode corresponding to the picture display preference portrait of the target user as the second content display mode .
  • Step S209 Obtain picture information in the pushed content.
  • the electronic device may perform picture recognition on the push content to extract the picture information in the push content, and determine the extracted picture information as part of the push content.
  • image information includes but is not limited to pictures and emoticons.
  • Step S210 Adjust the picture information based on the second content display mode to obtain current picture information.
  • the image information may be adjusted based on the second content display mode to obtain the current image Information, wherein the adjusted presentation mode of the current image information corresponds to the second content presentation mode, so that the presentation mode of the image information in the pushed content is consistent with the target user's preferences or habits, and the user experience is improved.
  • the picture display preference portrait may include a picture size preference portrait, where the picture size preference portrait is used to represent the target user's display preference for the picture size of the picture displayed by the electronic device.
  • the second content display mode corresponding to the picture size preference portrait may be determined according to the picture size preference portrait of the target user; the picture size of the picture information is determined based on the second content display mode. Make adjustments to obtain the current picture information.
  • the electronic device may obtain the picture size preference portrait of the target user, and according to the picture size preference portrait of the target user, determine the content display mode corresponding to the picture size preference portrait of the target user as the second content display mode.
  • the image size of the image information may be adjusted based on the second content display mode to obtain the current image information, where The adjusted presentation mode of the picture size of the current picture information corresponds to the second content display mode, so that the display mode of the picture size of the picture information in the pushed content is consistent with the preferences or habits of the target user, and the user experience is improved.
  • the picture display preference portrait may include a picture color matching preference portrait, where the picture color matching preference portrait is used to represent the target user's display preference for the picture color of the picture displayed by the electronic device.
  • the second content display mode corresponding to the picture color preference portrait may be determined according to the picture color preference portrait of the target user; the picture color of the picture information is matched based on the second content display mode Make adjustments to obtain the current picture information.
  • the electronic device may obtain the picture color preference portrait of the target user, and according to the picture color preference portrait of the target user, determine the content display mode corresponding to the picture color preference portrait of the target user as the second content display mode.
  • the picture color scheme of the picture information can be adjusted based on the second content display mode to obtain the current picture information, where The adjusted presentation mode of the picture color matching of the current picture information corresponds to the second content display mode, so that the display mode of the picture color matching of the picture information in the pushed content is consistent with the preferences or habits of the target user, and the user experience is improved.
  • the picture display preference portrait may include a picture contrast preference portrait, where the picture contrast preference portrait is used to represent the target user's display preference for the picture contrast of the picture displayed by the electronic device.
  • the second content display mode corresponding to the picture contrast preference portrait may be determined according to the picture contrast preference portrait of the target user; the picture contrast of the picture information based on the second content display mode Make adjustments to obtain the current picture information.
  • the electronic device may obtain the picture contrast preference portrait of the target user, and according to the picture contrast preference portrait of the target user, determine the content display mode corresponding to the picture contrast preference portrait of the target user as the second content display mode.
  • the image contrast of the image information can be adjusted based on the second content display mode to obtain the current image information, where
  • the adjusted presentation mode of the picture contrast of the current picture information corresponds to the second content display mode, so that the display mode of the picture contrast of the picture information in the pushed content is consistent with the target user's preferences or habits, and the user experience is improved.
  • the picture display preference portrait may include a picture saturation preference portrait, where the picture saturation preference portrait is used to represent the target user's display preference for the picture saturation of the picture displayed by the electronic device.
  • the second content display mode corresponding to the picture saturation preference portrait may be determined according to the picture saturation preference portrait of the target user; The picture saturation is adjusted to obtain the current picture information.
  • the electronic device may obtain the picture saturation preference portrait of the target user, and according to the picture saturation preference portrait of the target user, determine the content display mode corresponding to the picture saturation preference portrait of the target user as the second content display mode.
  • the image saturation of the image information can be adjusted based on the second content display mode to obtain the current image information , wherein the adjusted presentation mode of the image saturation of the current image information corresponds to the second content presentation mode, so that the presentation mode of the image saturation of the image information in the pushed content is consistent with the target user’s preferences or habits, Improve user experience.
  • Step S211 Show the push content including the current picture information to the target user.
  • the push content including the current picture information may be displayed to the target user, so that the picture information in the push content is
  • the display method is more in line with user preferences and can improve the conversion rate and user experience of the pushed content.
  • this embodiment Compared with the display method of pushing content shown in FIG. 2 according to another embodiment of the present application, this embodiment also obtains the user portrait of the target user based on the display setting of the electronic device, and improves the obtained user The accuracy of the portrait. In addition, this embodiment also adjusts the display mode of the pushed content according to the text display preference portrait and the picture display preference portrait of the target user, so as to improve the personalized display effect and user experience.
  • the user portrait includes a text display preference portrait and a picture display preference portrait.
  • the text display preference The portrait is used to characterize the target user's display preference for the text displayed by the electronic device
  • the picture display preference portrait is used to characterize the target user's display preference for the picture displayed by the electronic device
  • the display method of the pushed content may specifically include the following steps:
  • Step S301 The electronic device receives push content to be pushed to a target user, and the target user is a user corresponding to the electronic device.
  • step S301 please refer to step S101, which will not be repeated here.
  • Step S302 Obtain the attribute information of the target user.
  • the attribute information of the target user may be obtained, where the attribute information of the target user may include at least one of age information of the target user, gender information of the target user, and vision information of the target user.
  • the attribute information of the target user can be used to characterize the display preference of the target user for the content displayed on the electronic device, for example, the text size, text spacing, image size, and color matching of the content displayed on the electronic device by users of different ages , Image contrast, image saturation, etc.
  • users of different genders may have different text size, text spacing, image size, image color matching, image contrast, image saturation, etc. of the content displayed on electronic devices.
  • Users with different vision The text size, text spacing, image size, etc. of the content displayed on the electronic device may be different. Specifically, the older the age, the larger the content displayed, the worse the vision, the larger the content displayed, etc., which will not be repeated here.
  • the attribute information 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. .
  • Step S303 Obtain a user portrait of the target user based on the attribute information.
  • the user portrait of the target user may be obtained based on the attribute information of the target user.
  • the attribute information of the target user can be directly converted into the preference tag of the target user, and then the user portrait of the target user is generated based on the preference tag of the target user.
  • FIG. 5 shows a schematic flowchart of step S303 of the method for displaying pushed content shown in FIG. 4 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 S3031 Input the attribute information into a trained regression model, and the trained regression model is obtained by regression fitting the attribute information of the reference user and the display settings of the electronic device corresponding to the reference user.
  • the electronic device can input the attribute information into the trained regression model, where the trained regression model is based on the attribute information of the reference user and the corresponding electronic device of the reference user.
  • the display settings of the device are obtained by regression fitting. Specifically, the training data set is first collected, where the attributes or features 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 of the training data set is the attribute information of the reference user as an independent variable
  • the other type of data is the display setting of the electronic device corresponding to the reference user, as the dependent variable
  • Regression analysis is performed with reference to the electronic display settings corresponding to the user, and the correlation between the attribute information and the display settings can be obtained, and then the attribute information is converted into a user portrait, and a trained regression model can be obtained based on the correlation.
  • 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. 6 shows a schematic flowchart of step S3031 of the method for displaying pushed content shown in FIG. 5 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 S30311 Perform principal component analysis on the attribute information, and obtain key attribute information from the attribute information.
  • the number of attribute information of the target user is multiple, and the multiple attribute information may include attribute information related to the display preference of the target user for the content displayed on the electronic device, such as age information, gender information, and vision. Information, etc., may also include attribute information that is not related to the target user's display preference for the content displayed by the electronic device, such as height information, weight information, and so on. Therefore, in this embodiment, principal component analysis can be performed on the attribute information to simplify the attribute information, and the key attribute information can be obtained from the attribute information, where the key attribute information is related to the target user’s display preference for the content displayed by the electronic device.
  • Property information 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 S30312 Input the key attribute information into the trained regression model.
  • the key attribute information can be input into the trained regression model to make the input attribute information more accurate, so that the obtained user portrait is more accurate.
  • Step S3032 Obtain a user portrait of the target user output by the trained regression model.
  • the trained regression model after the trained regression model receives the input attribute information of the target user, it can process the attribute information of the target user and output the user portrait of the target user. Accordingly, the electronic device can obtain the trained The user portrait of the target user output by the regression model.
  • Step S304 Determine a first content display mode corresponding to the text display preference portrait according to the text display preference portrait of the target user.
  • Step S305 Acquire text information in the push content.
  • Step S306 Adjust the text information based on the first content display mode to obtain current text information.
  • Step S307 Show the push content including the current text information to the target user.
  • Step S308 Determine a second content display mode corresponding to the picture display preference portrait according to the picture display preference portrait of the target user.
  • Step S309 Obtain the picture information in the pushed content.
  • Step S310 Adjust the picture information based on the second content display mode to obtain current picture information.
  • Step S311 Show the push content including the current picture information to the target user.
  • step S304-step S311 For the specific description of step S304-step S311, please refer to step S204-step S211, which will not be repeated here.
  • this embodiment Compared with the display method of pushing content shown in FIG. 2 according to another embodiment of the present application, this embodiment also obtains the user portrait of the target user based on the attribute information of the target user, and improves the obtained user The accuracy of the portrait. In addition, this embodiment also adjusts the display mode of the pushed content according to the text display preference portrait and the picture display preference portrait of the target user, so as to improve the personalized display effect and user experience.
  • the user portrait includes a text display preference portrait and a picture display preference portrait.
  • the portrait is used to characterize the target user's display preference for the text displayed by the electronic device
  • the picture display preference portrait is used to characterize the target user's display preference for the picture displayed by the electronic device
  • the display method of the pushed content may specifically include the following steps:
  • Step S401 The electronic device receives push content to be pushed to a target user, and the target user is a user corresponding to the electronic device.
  • step S401 For the specific description of step S401, please refer to step S101, which will not be repeated here.
  • Step S402 Obtain the display settings of the electronic device and the attribute information of the target user.
  • Step S403 Obtain a user portrait of the target user based on the display setting and the attribute information.
  • the display settings of the electronic device can be obtained and the attribute information of the target user can be obtained, and then the user portrait of the target user can be jointly obtained based on the display setting and the attribute information, so as to improve the accuracy of obtaining the user portrait of the target user.
  • FIG. 8 shows a schematic flowchart of step S403 of the method for displaying pushed content shown in FIG.
  • the process shown in FIG. 8 will be described in detail below, and the method may specifically include the following steps:
  • Step S4031 Obtain a first weight value corresponding to the display setting, and acquire a second weight value corresponding to the attribute information, wherein the first weight value is greater than the second weight value.
  • the display setting may be set with a first weight value
  • the attribute information may be set with a second weight value
  • the first weight value is greater than the second weight value
  • the first weight value is 60% and the second weight value
  • the value is 40%, the first weight value is 55%, the second weight value is 45%, and so on. That is, in this embodiment, the weight value corresponding to the display setting is larger than the weight value corresponding to the attribute information, that is, the weight corresponding to the user portrait obtained through the display setting is greater than the user portrait obtained through the attribute information.
  • the electronic device may obtain the weight value corresponding to the display setting as the first weight value, and obtain the weight value corresponding to the attribute information as the second weight value.
  • Step S4032 Obtain a first weight value corresponding to the display setting based on the display setting and the first weight value.
  • the weight value corresponding to the display setting when obtaining the first weight value corresponding to the display setting and the display setting of the electronic device, may be obtained as the first weight value corresponding to the display setting and the display setting of the electronic device.
  • a weighted value when acquiring the display setting and the first weight value corresponding to the display setting of the electronic device, the product of the display setting and the first weight value corresponding to the display setting can be calculated to obtain the first weight value corresponding to the display setting.
  • the score of the display setting may be obtained based on the display setting of the electronic device, and then the product of the score of the display setting and the first weight value can be calculated to obtain the first weight value.
  • Step S4033 Based on the attribute information and the second weight value, obtain a second weight value corresponding to the attribute information.
  • the weight value corresponding to the attribute information when acquiring the attribute information of the target user and the second weight value corresponding to the attribute information, may be obtained as the first weight value based on the attribute information of the target user and the second weight value corresponding to the attribute information. Two weighted value.
  • the product of the attribute information and the second weight value corresponding to the attribute information may be calculated to obtain the second weight value corresponding to the attribute information.
  • the product of the score of the attribute information and the second weight value can be calculated to obtain the second weight value.
  • Step S4034 Obtain a user portrait of the target user based on the first weighted value and the second weighted value.
  • the user portrait of the target user may be obtained based on the first weighting value and the second weighting value, so as to improve the accuracy of the obtained user portrait.
  • Step S404 Determine a first content display mode corresponding to the text display preference portrait according to the text display preference portrait of the target user.
  • Step S405 Acquire text information in the push content.
  • Step S406 Adjust the text information based on the first content display mode to obtain current text information.
  • Step S407 Show the push content including the current text information to the target user.
  • Step S408 Determine a second content display mode corresponding to the picture display preference portrait according to the picture display preference portrait of the target user.
  • Step S409 Obtain the picture information in the pushed content.
  • Step S410 Adjust the picture information based on the second content display mode to obtain current picture information.
  • Step S411 Show the push content including the current picture information to the target user.
  • step S404-step S411 please refer to step S204-step S211, which will not be repeated here.
  • this embodiment compared with the method for displaying pushed content shown in FIG. 2, this embodiment also obtains the user portrait of the target user based on the display settings of the electronic device and the attribute information of the target user. , To improve the accuracy of the user portrait obtained. In addition, this embodiment also adjusts the display mode of the pushed content according to the text display preference portrait and the picture display preference portrait of the target user, so as to improve the personalized display effect and user experience.
  • FIG. 9 shows a schematic flowchart of a method for displaying push content provided by yet 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. 9 in detail.
  • the display method of the pushed content may specifically include the following steps:
  • Step S501 The electronic device receives push content to be pushed to a target user, and the target user is a user corresponding to the electronic device.
  • Step S502 Determine a content display mode corresponding to the user portrait according to the user portrait of the target user, where the user portrait is used to characterize the target user's display preference for the content displayed by the electronic device.
  • Step S503 Display the pushed content to the target user based on the content display mode.
  • step S501-step S503 please refer to step S101-step S103, which will not be repeated here.
  • Step S504 Obtain the conversion rate of the pushed content.
  • the electronic device may obtain the conversion rate of the pushed content after displaying the pushed content to the target user.
  • the conversion of pushed content may include from browsing to pushing content to clicking to jump, from browsing to pushing content to clicking to download, from browsing to pushing content to clicking to buy, and so on. Therefore, in this embodiment, the push rate of the pushed content may include the ratio of the pushed content being redirected, downloaded, purchased, etc. to being viewed.
  • the electronic device may obtain the conversion rate of the pushed content within a preset time period after displaying the pushed content to the target user.
  • Step S505 Iteratively optimize the user portrait based on the stochastic gradient descent method and the conversion rate.
  • the electronic device may iteratively optimize the user portrait of the target user based on the conversion rate and combined with the stochastic gradient descent method, so as to improve the pushed content by optimizing the user portrait.
  • Conversion rate and user experience are examples of stochastic gradient descent method.
  • the stochastic gradient descent method is a stochastic approximation method in the gradient descent optimization method when the objective function is minimized.
  • Another embodiment of the present application provides a method for displaying pushed content. Compared with the method for displaying pushed content shown in FIG. 2, this embodiment also obtains the conversion rate of the pushed content, and iteratively optimizes the user portrait based on the conversion rate. , In order to improve the accuracy of user portraits.
  • FIG. 10 shows a block diagram of a device 300 for displaying pushed content according to an embodiment of the present application.
  • the display device 300 for pushing content is applied to the above-mentioned electronic equipment.
  • the pushed content display device 300 includes: a pushed content receiving module 310, a content display mode determining module 320, and a pushed content display module 330, wherein:
  • the push content receiving module 310 is used for the electronic device to receive push content to be pushed to a target user, the target user being a user corresponding to the electronic device.
  • the content display mode determination module 320 is configured to determine a content display mode corresponding to the user portrait according to the user portrait of the target user, and the user portrait is used to characterize the target user’s view of the content displayed by the electronic device. Show preference.
  • the user portrait includes a text display preference portrait
  • the text display preference portrait is used to represent the target user's display preference for the text displayed by the electronic device
  • the content display mode determination module 320 includes: first The content display mode determines the sub-modules, including:
  • the first content display mode determination sub-module is configured to determine the first content display mode corresponding to the text display preference portrait according to the text display preference portrait of the target user.
  • the text display preference portrait includes a font size preference portrait
  • the first content display mode determination submodule includes: a font size display mode determination unit, wherein:
  • the font size display mode determining unit is configured to determine the first content display mode corresponding to the font size preference portrait according to the font size preference portrait of the target user.
  • the text display preference portrait includes a text spacing preference portrait
  • the first content display mode determination submodule includes:
  • the text spacing display mode determining unit is configured to determine the first content display mode corresponding to the text spacing preference portrait according to the text spacing preference portrait of the target user.
  • the user portrait includes a picture display preference portrait
  • the picture display preference portrait is used to represent the target user's display preference for the pictures displayed by the electronic device
  • the content display mode determination module 320 includes:
  • the second content display mode determination sub-module is configured to determine the second content display mode corresponding to the picture display preference portrait according to the picture display preference portrait of the target user.
  • the picture display preference portrait includes a picture size preference portrait
  • the second content display determination submodule includes: a picture size display mode determination unit, wherein:
  • the picture size display mode determining unit is configured to determine a second content display mode corresponding to the picture size preference portrait according to the picture size preference portrait of the target user.
  • the picture display preference portrait includes a picture color matching preference portrait
  • the second content display determining submodule includes: a picture color matching display mode determining unit, wherein:
  • the picture color matching display mode determining unit is configured to determine a second content display mode corresponding to the picture color matching preference portrait according to the picture color matching preference portrait of the target user.
  • the picture display preference portrait includes a picture contrast preference portrait
  • the second content display determination submodule includes: a picture contrast display mode determination unit, wherein:
  • the picture contrast display mode determining unit is configured to determine a second content display mode corresponding to the picture contrast preference portrait according to the picture contrast preference portrait of the target user.
  • the picture display preference portrait includes a picture saturation preference portrait
  • the second content display determination submodule includes: a picture saturation display mode determination unit, wherein:
  • the picture saturation display mode determining unit is configured to determine a second content display mode corresponding to the picture saturation preference portrait according to the picture saturation preference portrait of the target user.
  • the pushed content display module 330 is configured to display the pushed content to the target user based on the content display mode.
  • the user portrait includes a text display preference portrait
  • the text display preference portrait is used to represent the target user's display preference for the text displayed by the electronic device
  • the push content display module 330 includes: text information acquisition Sub-module, text information adjustment sub-module, and text information push sub-module, including:
  • the text information acquisition sub-module is used to acquire the text information in the push content.
  • the text information adjustment sub-module is configured to adjust the text information based on the first content display mode to obtain current text information.
  • the text display preference portrait includes a font size preference portrait
  • the text information adjustment submodule includes: a font size adjustment unit, wherein:
  • the font size adjustment unit is configured to adjust the font size of the text information based on the first content display mode to obtain the current text information.
  • the text display preference portrait includes a text spacing preference portrait
  • the text information adjustment submodule includes: a text spacing adjustment unit, wherein:
  • the text spacing adjustment unit is configured to adjust the spacing between the text information based on the first content display mode to obtain the current text information.
  • the text information push sub-module is used to show the push content including the current text information to the target user.
  • the user portrait includes a picture display preference portrait
  • the picture display preference portrait is used to characterize the target user’s display preference for pictures displayed by the electronic device
  • the push content display module 330 includes: picture information acquisition Sub-module, picture information adjustment sub-module, and picture information push sub-module, including:
  • the picture information acquisition sub-module is used to acquire the picture information in the push content.
  • the picture information adjustment submodule is configured to adjust the picture information based on the second content display mode to obtain current picture information.
  • the picture display preference portrait includes a picture size preference portrait
  • the picture information adjustment submodule includes: a picture size adjustment unit, wherein:
  • the picture size adjustment unit is configured to adjust the picture size of the picture information based on the second content display mode to obtain the current picture information.
  • the picture display preference portrait includes a picture color matching preference portrait
  • the picture information adjustment submodule includes: a picture color matching adjustment unit, wherein:
  • the picture color matching adjustment unit is configured to adjust the picture color matching of the picture information based on the second content display mode to obtain the current picture information.
  • the picture display preference portrait includes a picture contrast preference portrait
  • the picture information adjustment submodule includes: a picture contrast adjustment unit, wherein:
  • the picture contrast adjustment unit is configured to adjust the picture contrast of the picture information based on the second content display mode to obtain the current picture information.
  • the picture display preference portrait includes a picture saturation preference portrait
  • the picture information adjustment submodule includes: a picture saturation adjustment unit, wherein:
  • the picture saturation adjustment unit is configured to adjust the picture saturation of the picture information based on the second content display mode to obtain the current picture information.
  • the picture information push sub-module is used to show the push content including the current picture information to the target user.
  • the display device 300 for pushing content further includes: a display setting acquisition module and a first user portrait acquisition module, wherein:
  • the display setting acquisition module is used to acquire the display setting of the electronic device.
  • the first user portrait obtaining module is configured to obtain the user portrait of the target user based on the display setting.
  • the display device 300 for pushing content further includes: an attribute information acquisition module and a second user portrait acquisition module, wherein:
  • the attribute information obtaining module is used to obtain the attribute information of the target user.
  • the second user portrait obtaining module is configured to obtain the user portrait of the target user based on the attribute information.
  • the second user portrait obtaining module includes: an attribute information input sub-module and a user portrait output sub-module, wherein:
  • the attribute information input sub-module is used to input the attribute information into a trained regression model, and the trained regression model is a regression model by performing a regression simulation on the attribute information of the reference user and the display settings of the electronic device corresponding to the reference user. Together to obtain.
  • the attribute information input sub-module includes: a key attribute information obtaining unit and a key attribute information input unit, wherein:
  • the key attribute information obtaining unit is used to perform principal component analysis on the attribute information, and obtain key attribute information from the attribute information.
  • the key attribute information input unit is used to input the key attribute information into the trained regression model.
  • the user portrait output sub-module is used to obtain the user portrait of the target user output by the trained regression model.
  • the device 300 for displaying pushed content further includes: an information acquisition module and a third user portrait acquisition module, wherein:
  • the information acquisition module is used to acquire the display settings of the electronic device and the attribute information of the target user.
  • the third user portrait obtaining module is configured to obtain the user portrait of the target user based on the display setting and the attribute information.
  • the third user portrait obtaining module includes: a weight value obtaining submodule, a first weight value obtaining submodule, a second weight value obtaining submodule, and a user portrait obtaining submodule, wherein:
  • the weight value obtaining sub-module is configured to obtain a first weight value corresponding to the display setting, and obtain a second weight value corresponding to the attribute information, wherein the first weight value is greater than the second weight value .
  • the first weight value obtaining submodule is configured to obtain a first weight value corresponding to the display setting based on the display setting and the first weight value.
  • the second weight value obtaining submodule is configured to obtain a second weight value corresponding to the attribute information based on the attribute information and the second weight value.
  • the user portrait obtaining submodule is configured to obtain the user portrait of the target user based on the first weighted value and the second weighted value.
  • the display device 300 for pushing content further includes: a conversion rate acquisition module and a user portrait optimization module, wherein:
  • the conversion rate obtaining module is used to obtain the conversion rate of the pushed content.
  • the user portrait optimization module is used to iteratively optimize the user portrait based on the stochastic gradient descent method and the conversion rate.
  • 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 displaying push content provided in the embodiments of the application.
  • the electronic device receives push content to be pushed to a target user.
  • the target user is a user corresponding to the electronic device.
  • the user portrait of the user determines the content display mode corresponding to the user portrait.
  • the user portrait is used to characterize the target user’s display preference for the content displayed by the electronic device.
  • When pushing content determine the corresponding content display method according to the user portrait of the user, and display the pushed content based on the content display method, so as to achieve the personalized display effect of the pushed content and improve the user experience.

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Abstract

The present application discloses a method and device for displaying pushed content, an electronic apparatus, and a storage medium, relating to the technical field of electronic apparatuses. The method is applicable to the electronic apparatus. The method comprises: the electronic apparatus receiving pushed content to be pushed to a target user, wherein the target user corresponds to the electronic apparatus; determining a content display method corresponding to a user portrait according to the user portrait of the target user, wherein the user portrait is used to represent a display preference of the target user for content displayed on the electronic apparatus; and displaying the pushed content to the target user on the basis of the content display method. In the method and device for displaying pushed content, the electronic apparatus, and the storage medium provided by the embodiments of the present application, the corresponding content display method is determined according to the user portrait of the user when the pushed content is received, and the pushed content is displayed on the basis of the content display method, thereby displaying pushed content in a personalized manner, and improving user experience.

Description

推送内容的展示方法、装置、电子设备以及存储介质Display 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展示方法、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 display method, device, electronic equipment, and storage medium for pushing 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展示方法、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 display method, device, electronic device, and storage medium for pushing 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展示方法,应用于电子设备,所述方法包括:所述电子设备接收待推送给目标用户的推送内容,所述目标用户为与所述电子设备对应的用户;根据所述目标用户的用户画像,确定与所述用户画像对应的内容展示方式,所述用户画像用于表征所述目标用户对于所述电子设备所展示内容的展示偏好;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。In the first aspect, an embodiment of the present application provides a method for displaying push content, which is applied to an electronic device, and the method includes: the electronic device receives push content to be pushed to a target user, and the target user is A user corresponding to the electronic device; determining a content display mode corresponding to the user portrait according to the user portrait of the target user, the user portrait being used to characterize the target user's display preference for the content displayed by the electronic device; Displaying the pushed content to the target user based on the content display manner.
第二方面,本申请实施例提供了一种推送内容的展示装置,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推送给目标用户的推送内容,所述目标用户为与所述电子设备对应的用户;内容展示方式确定模块,用于根据所述目标用户的用户画像,确定与所述用户画像对应的内容展示方式,所述用户画像用于表征所述目标用户对于所述电子设备所展示内容的展示偏好;推送内容展示模块,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。In the second aspect, an embodiment of the present application provides a display device for pushing content, which is applied to an electronic device. The device includes: a pushed content receiving module for the electronic device to receive pushed content to be pushed to a target user. The target user is a user corresponding to the electronic device; the content display mode determination module is used to determine the content display mode corresponding to the user portrait according to the user portrait of the target user, and the user portrait is used to characterize the user portrait of the target user. The target user's display preference for the content displayed by the electronic device; and a push content display module for displaying the push content to the target user based on the content display mode.
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展示方法、装置、电子设备以及存储介质,电子设备接收待推送给目标用户的推送内容,该目标用户为与电子设备对应的用户,根据目标用户的用户画像,确定与用户画像对应的内容展示方式,其中,用户画像用于表征目标用户对于电子设备所展示内容的展示偏好,基于内容展示方式对目标用户展示推送内容,从而通过在接收到推送内容时根据用户的用户画像确定对应的内容展示方式,并基于内容展示方式展示推送内容,以达到推送内容的个性化展示效果,提升用户体验。The method, device, electronic device, and storage medium for displaying pushed content provided in the embodiments of the present application. The electronic device receives the pushed content to be pushed to a target user, the target user is a user corresponding to the electronic device, and according to the user portrait of the target user, Determine the content display method corresponding to the user portrait, where the user portrait is used to characterize the target user’s display preference for the content displayed by the electronic device, and the target user is displayed push content based on the content display method, so that the push content is displayed according to the user when receiving the push content The user portrait determines the corresponding content display method, and displays the pushed content based on the content display method, so as to achieve the personalized display effect of the pushed 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展示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 the display method of pushing 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展示方法的流程示意图;FIG. 2 shows a schematic flowchart of a method for displaying pushed 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展示方法的流程示意图;FIG. 3 shows a schematic flowchart of a method for displaying push content provided by another embodiment of the present application;
图4示出了本申请再一个实施例提供的推送内容的展示方法的流程示意图;FIG. 4 shows a schematic flowchart of a method for displaying push content provided by still another embodiment of the present application;
图5示出了本申请的图4所示的推送内容的展示方法的步骤S303的流程示意图;FIG. 5 shows a schematic flowchart of step S303 of the method for displaying pushed content shown in FIG. 4 of the present application;
图6示出了本申请的图5所示的推送内容的展示方法的步骤S3031的流程示意图;FIG. 6 shows a schematic flowchart of step S3031 of the method for displaying pushed content shown in FIG. 5 of the present application;
图7示出了本申请另一个实施例提供的推送内容的展示方法的流程示意图;FIG. 7 shows a schematic flowchart of a method for displaying pushed content provided by another embodiment of the present application;
图8示出了本申请的图7所示的推送内容的展示方法的步骤S403的流程示意图;FIG. 8 shows a schematic flowchart of step S403 of the method for displaying pushed content shown in FIG. 7 of the present application;
图9示出了本申请又再一个实施例提供的推送内容的展示方法的流程示意图;FIG. 9 shows a schematic flowchart of a method for displaying push content provided by yet another embodiment of the present application;
图10示出了本申请实施例提供的推送内容的展示装置的模块框图;FIG. 10 shows a block diagram of a module for a display 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展示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 displaying 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展示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 displaying pushed 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。由于目前在圈取目标用户后立即进行统一、批量的推送,运营内容会以同一方式展示在所有目标电子设备上,然而,目标电子设备拥有者对推送信息的展示方式的偏好不是单一的,不适合的展示方式将影响推送内容的转化效果。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. Since the current unified and batch push is carried out immediately after the target users are circled, the operational content will be displayed on all target electronic devices in the same way. However, the target electronic device owner’s preference for the display method of the push information is not single. Appropriate display methods will affect the conversion effect of the pushed 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展示方法、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的用户画像确定对应的内容展示方式,并基于内容展示方式展示推送内容,以达到推送内容的个性化展示效果,提升用户体验。其中,具体的推送内容的展示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 display method, device, electronic device, and storage medium of the pushed content provided by the embodiments of the present application. When the pushed content is received, the corresponding image is determined according to the user portrait of the user. Content display method, and display the push content based on the content display method, in order to achieve the personalized display effect of the push content and improve the user experience. Among them, the specific display method of the pushed content will be 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展示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 display method of pushing 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展示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. FIG. 1 shows a schematic diagram of an application environment that can be used in the method for displaying pushed 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展示方法的流程示意图。所述推送内容的展示方法通过在接收到推送内容时根据用户的用户画像确定对应的内容展示方式,并基于内容展示方式展示推送内容,以达到推送内容的个性化展示效果,提升用户体验。在具体的实施例中,所述推送内容的展示方法应用于如图10所示的推送内容的展示装置300以及配置有所述推送内容的展示装置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,所述推送内容的展示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 displaying push content provided by an embodiment of the present application. The push content display method determines the corresponding content display mode according to the user portrait of the user when the push content is received, and displays the pushed content based on the content display mode, so as to achieve the personalized display effect of the pushed content and improve the user experience. In a specific embodiment, the method for displaying pushed content is applied to the display device 300 for pushing content as shown in FIG. 10 and the electronic device 100 configured with the display device 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 display method of the pushed content may specifically include the following steps:
步骤S101:所述电子设备接收待推送给目标用户的推送内容,所述目标用户为与所述电子设备对应的用户。Step S101: The electronic device receives push content to be pushed to a target user, and the target user is a user corresponding to the electronic device.
在本实施例中,目标用户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 is 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推送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 pushed 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,确定与所述用户画像对应的内容展示方式,所述用户画像用于表征所述目标用户对于所述电子设备所展示内容的展示偏好。Step S102: Determine a content display mode corresponding to the user portrait according to the user portrait of the target user, where the user portrait is used to characterize the target user's display preference for the content displayed by the electronic device.
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,并在接收到待推送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,也可以在接收到待推送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 some embodiments, 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 pushed to the target user, read the user portrait of the target user locally, or after receiving the user portrait of the target user. After the push content is pushed 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 is used to characterize the target user's display preference for the content displayed by the electronic device. For example, the user portrait may be used to characterize the target user's preference for the display position of the content displayed by the electronic device, and the content of the displayed content. The preference of the display size, 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确定与目标用户的用户画像对应的内容展示方式。可以理解的是,根据目标用户的用户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,若用户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,根据目标用户的用户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,若用户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,根据目标用户的用户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, after acquiring the user portrait of the target user, the electronic device may determine the content display mode corresponding to the user portrait of the target user according to the user portrait of the target user. It is understandable that the content display mode determined according to the user 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 user portrait characterizing 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 method determined according to the target user’s user portrait is the upper left of the electronic device square. For another example, if the user portrait indicates 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 user portrait of the target user is red.
在一些实施方式中,可以预先建立用户画像和内容展示方式的映射关系,该映射关系可以包括多个用户画像和多个内容展示方式,其中多个用户画像和多个内容展示方式可以一一对应、多个用户画像可以和一个内容展示方式对应、一个用户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用户画像,再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用户画像对应的内容展示方式。In some embodiments, a mapping relationship between user portraits and content display modes may be established in advance, and the mapping relationship may include multiple user portraits and multiple content display modes, where multiple user portraits and multiple content display modes can correspond one-to-one , Multiple user portraits can correspond to one content display mode, and one user portrait can correspond to multiple content display modes, etc. In this embodiment, the user portrait of the target user can be obtained, and the user portrait of the target user can be compared with multiple user portraits in the pre-established mapping relationship to obtain a user portrait that matches the user portrait of the target user. The content display mode corresponding to the user portrait matching the user portrait of the target user is obtained based on the mapping relationship, and the obtained content display mode is determined as the content display mode corresponding to the user portrait of the target user.
步骤S103: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 S103: 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用户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推送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 user portrait of the target user, the push content to be pushed to the target user may be displayed to the target user based on the determined content display mode, so that the display mode of the pushed content is improved. In line with user preferences, the conversion rate and user experience of the pushed content can be improved.
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.
本申请一个实施例提供的推送内容的展示方法,电子设备接收待推送给目标用户的推送内容,该目标用户为与电子设备对应的用户,根据目标用户的用户画像,确定与用户画像对应的内容展示方式,其中,用户画像用于表征目标用户对于电子设备所展示内容的展示偏好,基于内容展示方式对目标用户展示推送内容,从而通过在接收到推送内容时根据用户的用户画像确定对应的内容展示方式,并基于内容展示方式展示推送内容,以达到推送内容的个性化展示效果,提升用户体验。In the method for displaying pushed content provided by an embodiment of the present application, an electronic device receives the pushed content to be pushed to a target user, the target user is a user corresponding to the electronic device, and the content corresponding to the user portrait is determined according to the user portrait of the target user The display mode, where the user portrait is used to characterize the target user’s display preference for the content displayed by the electronic device, and the target user is displayed the push content based on the content display mode, so that the corresponding content is determined according to the user portrait of the user when the push content is received Display method, and display the push content based on the content display method, in order to achieve the personalized display effect of the 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展示方法的流程示意图。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,其中,在本实施例中,所述用户画像包括文本展示偏好画像和图片展示偏好画像,所述文本展示偏好画像用于表征目标用户对于电子设备所展示文本的展示偏好,所述图片展示偏好画像用于表征目标用户对于电子设备所展示图片的展示偏好,所述推送内容的展示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 displaying 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. In this embodiment, the user portrait includes a text display preference portrait and a picture display preference portrait. The portrait is used to characterize the target user's display preference for the text displayed by the electronic device, the picture display preference portrait is used to characterize the target user's display preference for the picture displayed by the electronic device, and the display method of the pushed content may specifically include the following steps:
步骤S201:所述电子设备接收待推送给目标用户的推送内容,所述目标用户为与所述电子设备对应的用户。Step S201: The electronic device receives push content to be pushed to a target user, and the target user is a user corresponding to the electronic device.
其中,步骤S201的具体描述请参阅步骤S101,在此不再赘述。For the specific description of step S201, please refer to step S101, which will not be repeated here.
步骤S202:获取所述电子设备的展示设置。Step S202: Obtain the display settings of the electronic device.
在一些实施方式中,可以获取电子设备的展示设置,其中,电子设备的展示设置可以用于表征电子设备当前设置的内容的展示方式。例如,电子设备的展示设置可以包括字体大小设置、元素显示大小设置、屏幕色彩设置、屏幕色温设置等。其中,字体大小设置可以用于表征电子设备当前设置的所展示文本的字体大小,元素显示大小设置可以用于表征电子设备当前设置的所展示图片或展示表情的元素大小,屏幕色彩设置可以用于表征电子设备当前设置的所展示内容的色彩,屏幕色温设置可以用于表征电子设备当前设置的所展示内容的色温等,在此不做限定。In some embodiments, the display settings of the electronic device can be obtained, where the display settings of the electronic device can be used to characterize the display mode of the content currently set by the electronic device. For example, the display settings of the electronic device may include font size settings, element display size settings, screen color settings, screen color temperature settings, and so on. Among them, the font size setting can be used to characterize the font size of the displayed text currently set by the electronic device, the element display size setting can be used to characterize the element size of the displayed picture or the display expression currently set by the electronic device, and the screen color setting can be used for It characterizes the color of the displayed content currently set by the electronic device, and the screen color temperature setting can be used to characterize the color temperature of the displayed content currently set by the electronic device, etc., which is not limited here.
在本实施例中,电子设备的展示设置可以包括电子设备默认的展示设置,和/或目标用户在电子设备手动触发的展示设置。其中,若电子设备的展示设置为电子设备默认的展示设置,可以认为目标用户在使用电子设备的过程中,没有对电子设备默认的显示设置进行更改,即电子设备默认的显示设置符合用户的喜好或习惯。若电子设备的展示设置为目标用户在电子设备手动触发的展示设置时,可以认为目标用户在使用电子设备的过程中,对电子设备的默认的显示设置进行更改,即电子设备默认的显示设置不符合用户的喜好和习惯。因此,在一些实施方式中,获取电子设备的展示设置可以为获取电子设备当前所设定的目标用户在电子设备手动触发的展示设置和没有经过修改的电子设备默认的展示设置,并将所获取的目标用户在电子设备手动触发的展示设置和电子设备默认的展示设置共同作为电子设备的展示设置。In this embodiment, the display setting of the electronic device may include the default display setting of the electronic device, and/or the display setting manually triggered by the target user on the electronic device. Among them, if the display setting of the electronic device is the default display setting of the electronic device, it can be considered that the target user has not changed the default display setting of the electronic device in the process of using the electronic device, that is, the default display setting of the electronic device conforms to the user's preference Or habit. If the display setting of the electronic device is the display setting manually triggered by the target user on the electronic device, it can be considered that the target user changes the default display setting of the electronic device during the use of the electronic device, that is, the default display setting of the electronic device is not Meet the user's preferences and habits. Therefore, in some embodiments, acquiring the display settings of the electronic device may be acquiring the display settings manually triggered on the electronic device by the target user currently set by the electronic device and the default display settings of the electronic device that has not been modified, and combining the acquired display settings. The display setting manually triggered by the target user on the electronic device and the default display setting of the electronic device are jointly used as the display setting of the electronic device.
步骤S203:基于所述展示设置获取所述目标用户的用户画像。Step S203: Obtain a user portrait of the target user based on the display setting.
在本实施例中,在获取电子设备的展示设置后,可以基于电子设备的展示设置获取目标用户的用户画像。在一些实施方式中,在获取电子设备的展示设置后,可以直接将电子设备的展示设置转化为目标用户的偏好标签,再基于目标用户的偏好标签生成目标用户的用户画像。In this embodiment, after obtaining the display settings of the electronic device, the user portrait of the target user may be obtained based on the display settings of the electronic device. In some embodiments, after obtaining the display settings of the electronic device, the display settings of the electronic device can be directly converted into the preference tags of the target user, and then a user portrait of the target user is generated based on the preference tags of the target user.
步骤S204:根据所述目标用户的文本展示偏好画像,确定与所述文本展示偏好画像对应的第一内容展示方式。Step S204: Determine a first content display mode corresponding to the text display preference portrait according to the text display preference portrait of the target user.
在一些实施方式中,用户画像可以包括文本展示偏好画像,其中,该文本展示偏好画像用于表征目标用户对于电子设备所展示文本的展示偏好。因此,在本实施例中,电子设备可以获取目标用户的文本展示 偏好画像,并根据目标用户的文本展示偏好画像,确定与目标用户的文本展示偏好画像对应的内容展示方式作为第一内容展示方式。In some embodiments, the user portrait may include a text display preference portrait, where the text display preference portrait is used to represent the target user's display preference for the text displayed by the electronic device. Therefore, in this embodiment, the electronic device can obtain the text display preference portrait of the target user, and according to the text display preference portrait of the target user, determine the content display mode corresponding to the text display preference portrait of the target user as the first content display mode .
步骤S205:获取所述推送内容中的文本信息。Step S205: Acquire text information in the push content.
在一些实施方式中,电子设备在接收到待推送给目标用户的推送内容后,可以对推送内容进行文本识别以提取推送内容中的文本信息,并将提取到的文本信息确定为推送内容中的文本信息。在本实施例中,该文本信息可以包括但不限于文字、数字、字符等。In some embodiments, after receiving the push content to be pushed to the target user, the electronic device may perform text recognition on the push content to extract the text information in the push content, and determine the extracted text information as the push content. Text information. In this embodiment, the text information may include, but is not limited to, text, numbers, characters, and so on.
步骤S206:基于所述第一内容展示方式对所述文本信息进行调整,获得当前文本信息。Step S206: Adjust the text information based on the first content display mode to obtain current text information.
在一些实施方式中,在获取到与目标用户的本文展示偏好画像对应的第一内容展示方式和推送内容中的文本信息后,可以基于第一内容展示方式对文本信息进行调整,以获得当前文本信息,其中,经调整获得的当前文本信息的呈现方式与第一内容展示方式对应,以使推送内容中的文本信息的展示方式与目标用户的喜好或习惯一致,提升用户体验。In some embodiments, after obtaining the first content display mode corresponding to the text display preference portrait of the target user and the text information in the pushed content, the text information may be adjusted based on the first content display mode to obtain the current text Information, wherein the current text information presentation mode obtained after adjustment corresponds to the first content presentation mode, so that the presentation mode of the text information in the pushed content is consistent with the target user's preferences or habits, and the user experience is improved.
在本实施例中,所述文本展示偏好画像可以包括字体大小偏好画像,其中,该字体大小偏好画像用于表征目标用户对于电子设备所展示文本的字体大小的展示偏好。在一些实施方式中,可以根据所述目标用户的字体大小偏好画像,确定与所述字体大小偏好画像对应的第一内容展示方式;基于所述第一内容展示方式对所述文本信息的字体大小进行调整,获得所述当前文本信息。具体地,电子设备可以获取目标用户的字体大小偏好画像,并根据目标用户的字体大小偏好画像,确定与目标用户的字体大小偏好画像对应的内容展示方式作为第一内容展示方式。在获取到与目标用户的字体大小偏好画像对应的第一内容展示方式和推送内容中的文本信息后,可以基于第一内容展示方式对文本信息的字体大小进行调整,以获得当前文本信息,其中,经调整获得的当前文本信息的字体大小的呈现方式与第一内容展示方式对应,以使推送内容的中的文本信息的字体大小的展示方式与目标用户的喜好或习惯一致,提升用户体验。In this embodiment, the text display preference portrait may include a font size preference portrait, where the font size preference portrait is used to represent the target user's display preference for the font size of the text displayed by the electronic device. In some embodiments, the first content display mode corresponding to the font size preference portrait may be determined according to the font size preference portrait of the target user; the font size of the text information is determined based on the first content display mode. Make adjustments to obtain the current text information. Specifically, the electronic device may obtain the font size preference portrait of the target user, and according to the font size preference portrait of the target user, determine the content display mode corresponding to the font size preference portrait of the target user as the first content display mode. After obtaining the first content display mode corresponding to the font size preference portrait of the target user and the text information in the pushed content, the font size of the text information may be adjusted based on the first content display mode to obtain the current text information, where , The font size of the current text information obtained after adjustment corresponds to the first content display method, so that the font size of the text information in the pushed content is consistent with the target user's preferences or habits, and the user experience is improved.
在本实施例中,所述文本展示偏好画像可以包括文本间距偏好画像,其中,该文本间距偏好画像用于表征目标用户对于电子设备所展示文本的文本间距的展示偏好。在一些实施方式中,可以根据所述目标用户的文本间距偏好画像,确定与所述文本间距偏好画像对应的第一内容展示方式;基于所述第一内容展示方式对所述文本信息之间的间距进行调整,获得所述当前文本信息。具体地,电子设备可以获取目标用户的文本间距偏好画像,并根据目标用户的文本间距偏好画像,确定与目标用户的文本间距偏好画像对应的内容展示方式作为第一内容展示方式。在获取到与目标用户的文本间距偏好画像对应的第一内容展示方式和推送内容中的文本信息后,可以基于第一内容展示方式对文本信息之间的间距进行调整,以获得当前文本信息,其中,经调整获得的当前文本信息的之间的间距的呈现方式与第一内容展示方式对应,以使推送内容的中的文本信息之间的间距的展示方式与目标用户的喜好或习惯一致,提升用户体验。In this embodiment, the text display preference portrait may include a text spacing preference portrait, where the text spacing preference portrait is used to represent the target user's display preference for the text spacing of the text displayed by the electronic device. In some embodiments, the first content display mode corresponding to the text spacing preference portrait may be determined according to the text spacing preference portrait of the target user; The spacing is adjusted to obtain the current text information. Specifically, the electronic device may obtain the text spacing preference portrait of the target user, and according to the text spacing preference portrait of the target user, determine the content display mode corresponding to the text spacing preference portrait of the target user as the first content display mode. After obtaining the first content display mode corresponding to the text spacing preference portrait of the target user and the text information in the pushed content, the spacing between the text information can be adjusted based on the first content display mode to obtain the current text information, Wherein, the adjusted presentation mode of the spacing between the current text information corresponds to the first content display mode, so that the presentation mode of the spacing between the text information in the pushed content is consistent with the preferences or habits of the target user, Improve user experience.
步骤S207:向所述目标用户展示包括所述当前文本信息的推送内容。Step S207: Show the push content including the current text information to the target user.
在一些实施方式中,在确定与目标用户的文本展示偏好画像对应的包括当前文本信息的推送内容后,可以向目标用户展示包括当前文本信息的推送内容,从而使得推送内容的中的文本信息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 push content that includes the current text information corresponding to the text display preference portrait of the target user, the push content including the current text information may be displayed to the target user, so that the text information in the push content is The display method is more in line with user preferences and can improve the conversion rate and user experience of the pushed content.
步骤S208:根据所述目标用户的图片展示偏好画像,确定与所述图片展示偏好画像对应的第二内容展示方式。Step S208: Determine a second content display mode corresponding to the picture display preference portrait according to the picture display preference portrait of the target user.
在一些实施方式中,用户画像可以包括图片展示偏好画像,其中,该图片展示偏好画像用于表征目标用户对于电子设备所展示图片的展示偏好。因此,在本实施例中,电子设备可以获取目标用户的图片展示偏好画像,并根据目标用户的图片展示偏好画像,确定与目标用户的图片展示偏好画像对应的内容展示方式作为第二内容展示方式。In some embodiments, the user portrait may include a picture display preference portrait, where the picture display preference portrait is used to represent the target user's display preference for pictures displayed by the electronic device. Therefore, in this embodiment, the electronic device can obtain the picture display preference portrait of the target user, and according to the picture display preference portrait of the target user, determine the content display mode corresponding to the picture display preference portrait of the target user as the second content display mode .
步骤S209:获取所述推送内容中的图片信息。Step S209: Obtain picture information in the pushed content.
在一些实施方式中,电子设备在接收到待推送给目标用户的推送内容后,可以对推送内容进行图片识别以提取推送内容中的图片信息,并将提取到的图片信息确定为推送内容中的图片信息。在本实施例中,该图片信息包括但不限于图片和表情。In some embodiments, after receiving the push content to be pushed to the target user, the electronic device may perform picture recognition on the push content to extract the picture information in the push content, and determine the extracted picture information as part of the push content. image information. In this embodiment, the picture information includes but is not limited to pictures and emoticons.
步骤S210:基于所述第二内容展示方式对所述图片信息进行调整,获得当前图片信息。Step S210: Adjust the picture information based on the second content display mode to obtain current picture information.
在一些实施方式中,在获取到与目标用户的图片展示偏好画像对应的第二内容展示方式和推送内容中的图片信息后,可以基于第二内容展示方式对图片信息进行调整,以获得当前图片信息,其中,经调整获得的当前图片信息的呈现方式与第二内容展示方式对应,以使推送内容中的图片信息的展示方式与目标用户的喜好或习惯一致,提升用户体验。In some embodiments, after obtaining the second content display mode corresponding to the target user's image display preference portrait and the image information in the pushed content, the image information may be adjusted based on the second content display mode to obtain the current image Information, wherein the adjusted presentation mode of the current image information corresponds to the second content presentation mode, so that the presentation mode of the image information in the pushed content is consistent with the target user's preferences or habits, and the user experience is improved.
在本实施例中,所述图片展示偏好画像可以包括图片大小偏好画像,其中,该图片大小偏好画像用于表征目标用户对于电子设备所展示图片的图片大小的展示偏好。在一些实施方式中,可以根据所述目标用户的图片大小偏好画像,确定与所述图片大小偏好画像对应的第二内容展示方式;基于所述第二内容展示方式对所述图片信息的图片大小进行调整,获得所述当前图片信息。具体地,电子设备可以获取目标用户的图片大小偏好画像,并根据目标用户的图片大小偏好画像,确定与目标用户的图片大小偏好画像对应的 内容展示方式作为第二内容展示方式。在获取到与目标用户的图片大小偏好画像对应的第二内容展示方式和推送内容中的图片信息后,可以基于第二内容展示方式对图片信息的图片大小进行调整,以获得当前图片信息,其中,经调整获得的当前图片信息的图片大小的呈现方式与第二内容展示方式对应,以使推送内容的中的图片信息的图片大小的展示方式与目标用户的喜好或习惯一致,提升用户体验。In this embodiment, the picture display preference portrait may include a picture size preference portrait, where the picture size preference portrait is used to represent the target user's display preference for the picture size of the picture displayed by the electronic device. In some embodiments, the second content display mode corresponding to the picture size preference portrait may be determined according to the picture size preference portrait of the target user; the picture size of the picture information is determined based on the second content display mode. Make adjustments to obtain the current picture information. Specifically, the electronic device may obtain the picture size preference portrait of the target user, and according to the picture size preference portrait of the target user, determine the content display mode corresponding to the picture size preference portrait of the target user as the second content display mode. After obtaining the second content display mode corresponding to the target user's image size preference portrait and the image information in the pushed content, the image size of the image information may be adjusted based on the second content display mode to obtain the current image information, where The adjusted presentation mode of the picture size of the current picture information corresponds to the second content display mode, so that the display mode of the picture size of the picture information in the pushed content is consistent with the preferences or habits of the target user, and the user experience is improved.
在本实施例中,所述图片展示偏好画像可以包括图片配色偏好画像,其中,该图片配色偏好画像用于表征目标用户对于电子设备所展示图片的图片配色的展示偏好。在一些实施方式中,可以根据所述目标用户的图片配色偏好画像,确定与所述图片配色偏好画像对应的第二内容展示方式;基于所述第二内容展示方式对所述图片信息的图片配色进行调整,获得所述当前图片信息。具体地,电子设备可以获取目标用户的图片配色偏好画像,并根据目标用户的图片配色偏好画像,确定与目标用户的图片配色偏好画像对应的内容展示方式作为第二内容展示方式。在获取到与目标用户的图片配色偏好画像对应的第二内容展示方式和推送内容中的图片信息后,可以基于第二内容展示方式对图片信息的图片配色进行调整,以获得当前图片信息,其中,经调整获得的当前图片信息的图片配色的呈现方式与第二内容展示方式对应,以使推送内容的中的图片信息的图片配色的展示方式与目标用户的喜好或习惯一致,提升用户体验。In this embodiment, the picture display preference portrait may include a picture color matching preference portrait, where the picture color matching preference portrait is used to represent the target user's display preference for the picture color of the picture displayed by the electronic device. In some embodiments, the second content display mode corresponding to the picture color preference portrait may be determined according to the picture color preference portrait of the target user; the picture color of the picture information is matched based on the second content display mode Make adjustments to obtain the current picture information. Specifically, the electronic device may obtain the picture color preference portrait of the target user, and according to the picture color preference portrait of the target user, determine the content display mode corresponding to the picture color preference portrait of the target user as the second content display mode. After obtaining the second content display mode corresponding to the target user’s picture color preference portrait and the picture information in the pushed content, the picture color scheme of the picture information can be adjusted based on the second content display mode to obtain the current picture information, where The adjusted presentation mode of the picture color matching of the current picture information corresponds to the second content display mode, so that the display mode of the picture color matching of the picture information in the pushed content is consistent with the preferences or habits of the target user, and the user experience is improved.
在本实施例中,所述图片展示偏好画像可以包括图片对比度偏好画像,其中,该图片对比度偏好画像用于表征目标用户对于电子设备所展示图片的图片对比度的展示偏好。在一些实施方式中,可以根据所述目标用户的图片对比度偏好画像,确定与所述图片对比度偏好画像对应的第二内容展示方式;基于所述第二内容展示方式对所述图片信息的图片对比度进行调整,获得所述当前图片信息。具体地,电子设备可以获取目标用户的图片对比度偏好画像,并根据目标用户的图片对比度偏好画像,确定与目标用户的图片对比度偏好画像对应的内容展示方式作为第二内容展示方式。在获取到与目标用户的图片对比度偏好画像对应的第二内容展示方式和推送内容中的图片信息后,可以基于第二内容展示方式对图片信息的图片对比度进行调整,以获得当前图片信息,其中,经调整获得的当前图片信息的图片对比度的呈现方式与第二内容展示方式对应,以使推送内容的中的图片信息的图片对比度的展示方式与目标用户的喜好或习惯一致,提升用户体验。In this embodiment, the picture display preference portrait may include a picture contrast preference portrait, where the picture contrast preference portrait is used to represent the target user's display preference for the picture contrast of the picture displayed by the electronic device. In some embodiments, the second content display mode corresponding to the picture contrast preference portrait may be determined according to the picture contrast preference portrait of the target user; the picture contrast of the picture information based on the second content display mode Make adjustments to obtain the current picture information. Specifically, the electronic device may obtain the picture contrast preference portrait of the target user, and according to the picture contrast preference portrait of the target user, determine the content display mode corresponding to the picture contrast preference portrait of the target user as the second content display mode. After obtaining the second content display mode corresponding to the target user's image contrast preference portrait and the image information in the pushed content, the image contrast of the image information can be adjusted based on the second content display mode to obtain the current image information, where The adjusted presentation mode of the picture contrast of the current picture information corresponds to the second content display mode, so that the display mode of the picture contrast of the picture information in the pushed content is consistent with the target user's preferences or habits, and the user experience is improved.
在本实施例中,所述图片展示偏好画像可以包括图片饱和度偏好画像,其中,该图片饱和度偏好画像用于表征目标用户对于电子设备所展示图片的图片饱和度的展示偏好。在一些实施方式中,可以根据所述目标用户的图片饱和度偏好画像,确定与所述图片饱和度偏好画像对应的第二内容展示方式;基于所述第二内容展示方式对所述图片信息的图片饱和度进行调整,获得所述当前图片信息。具体地,电子设备可以获取目标用户的图片饱和度偏好画像,并根据目标用户的图片饱和度偏好画像,确定与目标用户的图片饱和度偏好画像对应的内容展示方式作为第二内容展示方式。在获取到与目标用户的图片饱和度偏好画像对应的第二内容展示方式和推送内容中的图片信息后,可以基于第二内容展示方式对图片信息的图片饱和度进行调整,以获得当前图片信息,其中,经调整获得的当前图片信息的图片饱和度的呈现方式与第二内容展示方式对应,以使推送内容的中的图片信息的图片饱和度的展示方式与目标用户的喜好或习惯一致,提升用户体验。In this embodiment, the picture display preference portrait may include a picture saturation preference portrait, where the picture saturation preference portrait is used to represent the target user's display preference for the picture saturation of the picture displayed by the electronic device. In some embodiments, the second content display mode corresponding to the picture saturation preference portrait may be determined according to the picture saturation preference portrait of the target user; The picture saturation is adjusted to obtain the current picture information. Specifically, the electronic device may obtain the picture saturation preference portrait of the target user, and according to the picture saturation preference portrait of the target user, determine the content display mode corresponding to the picture saturation preference portrait of the target user as the second content display mode. After obtaining the second content display mode corresponding to the target user's image saturation preference portrait and the image information in the pushed content, the image saturation of the image information can be adjusted based on the second content display mode to obtain the current image information , Wherein the adjusted presentation mode of the image saturation of the current image information corresponds to the second content presentation mode, so that the presentation mode of the image saturation of the image information in the pushed content is consistent with the target user’s preferences or habits, Improve user experience.
步骤S211:向所述目标用户展示包括所述当前图片信息的推送内容。Step S211: Show the push content including the current picture information to the target user.
在一些实施方式中,在确定与目标用户的图片展示偏好画像对应的包括当前图片信息的推送内容后,可以向目标用户展示包括当前图片信息的推送内容,从而使得推送内容的中的图片信息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 push content that includes the current picture information corresponding to the target user's picture display preference portrait, the push content including the current picture information may be displayed to the target user, so that the picture information in the push content is The display method is more in line with user preferences and can improve the conversion rate and user experience of the pushed content.
本申请又一个实施例提供的推送内容的展示方法,相较于图2所示的推送内容的展示方法,本实施例还基于电子设备的展示设置获取目标用户的用户画像,提升所获取的用户画像的准确性。另外,本实施例还根据目标用户的文本展示偏好画像和图片展示偏好画像对推送内容的展示方式进行调整,以提升个性化展示效果和用户体验。Compared with the display method of pushing content shown in FIG. 2 according to another embodiment of the present application, this embodiment also obtains the user portrait of the target user based on the display setting of the electronic device, and improves the obtained user The accuracy of the portrait. In addition, this embodiment also adjusts the display mode of the pushed content according to the text display preference portrait and the picture display preference portrait of the target user, so as to improve the personalized display effect and user experience.
请参阅图4,图4示出了本申请再一个实施例提供的推送内容的展示方法的流程示意图。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,所述用户画像包括文本展示偏好画像和图片展示偏好画像,所述文本展示偏好画像用于表征目标用户对于电子设备所展示文本的展示偏好,所述图片展示偏好画像用于表征目标用户对于电子设备所展示图片的展示偏好,所述推送内容的展示方法具体可以包括以下步骤:Please refer to FIG. 4, which shows a schematic flowchart of a method for displaying push content provided by another embodiment of the present application. This method is applied to the above-mentioned electronic device. The following will describe the process shown in FIG. 4 in detail. In this embodiment, the user portrait includes a text display preference portrait and a picture display preference portrait. The text display preference The portrait is used to characterize the target user's display preference for the text displayed by the electronic device, the picture display preference portrait is used to characterize the target user's display preference for the picture displayed by the electronic device, and the display method of the pushed content may specifically include the following steps:
步骤S301:所述电子设备接收待推送给目标用户的推送内容,所述目标用户为与所述电子设备对应的用户。Step S301: The electronic device receives push content to be pushed to a target user, and the target user is a user corresponding to the electronic device.
其中,步骤S301的具体描述请参阅步骤S101,在此不再赘述。For the specific description of step S301, please refer to step S101, which will not be repeated here.
步骤S302:获取所述目标用户的属性信息。Step S302: Obtain the attribute information of the target user.
在一些实施方式中,可以获取目标用户的属性信息,其中,该目标用户的属性信息可以包括目标用户的年龄信息、目标用户的性别信息以及目标用户的视力信息中的至少一种。可以理解的是,目标用户的属性信息可以用于表征目标用户对电子设备所展示内容的展示偏好,例如,不同年龄的用户对于电子设备所 展示内容的文本大小、文本间距、图片大小、图片配色、图片对比度、图片饱和度等均可能不同,不同性别的用户对于电子设备所展示内容的文本大小、文本间距、图片大小、图片配色、图片对比度、图片饱和度等均可能不同,不同视力的用户对于电子设备所展示内容的文本大小、文本间距、图片大小等均可能不同。具体而言,年龄越大更偏向于展示的内容越大、视力越差更偏向于展示的内容越大等,在此不再赘述。In some embodiments, the attribute information of the target user may be obtained, where the attribute information of the target user may include at least one of age information of the target user, gender information of the target user, and vision information of the target user. It is understandable that the attribute information of the target user can be used to characterize the display preference of the target user for the content displayed on the electronic device, for example, the text size, text spacing, image size, and color matching of the content displayed on the electronic device by users of different ages , Image contrast, image saturation, etc., users of different genders may have different text size, text spacing, image size, image color matching, image contrast, image saturation, etc. of the content displayed on electronic devices. Users with different vision The text size, text spacing, image size, etc. of the content displayed on the electronic device may be different. Specifically, the older the age, the larger the content displayed, the worse the vision, the larger the content displayed, etc., which will not be repeated here.
在一些实施方式中,目标用户的属性信息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 attribute information 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. .
步骤S303:基于所述属性信息获取所述目标用户的用户画像。Step S303: Obtain a user portrait of the target user based on the attribute information.
在本实施例中,在获取目标用户的属性信息后,可以基于目标用户的属性信息获取目标用户的用户画像。在一些实施方式中,在获取目标用户的用户画像后,可以直接将目标用户的属性信息转化为目标用户的偏好标签,再基于目标用户的偏好标签生成目标用户的用户画像。In this embodiment, after obtaining the attribute information of the target user, the user portrait of the target user may be obtained based on the attribute information of the target user. In some embodiments, after obtaining the user portrait of the target user, the attribute information of the target user can be directly converted into the preference tag of the target user, and then the user portrait of the target user is generated based on the preference tag of the target user.
请参阅图5,图5示出了本申请的图4所示的推送内容的展示方法的步骤S303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 S303 of the method for displaying pushed content shown in FIG. 4 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S3031:将所述属性信息输入已训练的回归模型,所述已训练的回归模型为通过对参考用户的属性信息以及所述参考用户对应的电子设备的展示设置进行回归拟合获得。Step S3031: Input the attribute information into a trained regression model, and the trained regression model is obtained by regression fitting the attribute information of the reference user and the display settings of the electronic device corresponding to the reference user.
在一些实施方式中,电子设备在获取目标用户的属性信息后,可以将该属性信息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属性信息以及参考用户对应电子设备的展示设置进行回归拟合获得,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属性信息,作为自变量,另一类数据是参考用户对应的电子设备的展示设置,作为因变量,对参考用户的属性信息和参考用户对应的电子的展示设置进行回归分析,可以得到属性信息和展示设置之间的相关关系,再将属性信息转化为用户画像,基于该相关关系可以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 obtaining the attribute information of the target user, the electronic device can input the attribute information into the trained regression model, where the trained regression model is based on the attribute information of the reference user and the corresponding electronic device of the reference user. The display settings of the device are obtained by regression fitting. Specifically, the training data set is first collected, where the attributes or features 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 of the training data set is the attribute information of the reference user as an independent variable, and the other type of data is the display setting of the electronic device corresponding to the reference user, as the dependent variable, is used to compare the attribute information and the attribute information of the reference user. Regression analysis is performed with reference to the electronic display settings corresponding to the user, and the correlation between the attribute information and the display settings can be obtained, and then the attribute information is converted into a user portrait, and a trained regression model can be obtained based on the correlation. 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6,图6示出了本申请的图5所示的推送内容的展示方法的步骤S3031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 step S3031 of the method for displaying pushed content shown in FIG. 5 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S30311:对所述属性信息进行主成分分析,从所述属性信息中获得关键属性信息。Step S30311: Perform principal component analysis on the attribute information, and obtain key attribute information from the attribute information.
在一些实施方式中,目标用户的属性信息的数量为多个,且多个属性信息中可能包括与目标用户对于电子设备所展示内容的展示偏好相关的属性信息,如年龄信息、性别信息、视力信息等,也可能包括与目标用户对于电子设备所展示内容的展示偏好不相关的属性信息,如身高信息、体重信息等。因此,在本实施例中,可以对属性信息进行主成分分析以简化属性信息,从属性信息中获取关键属性信息,其中,关键属性信息为与目标用户对于电子设备所展示内容的展示偏好相关的属性信息。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 attribute information of the target user is multiple, and the multiple attribute information may include attribute information related to the display preference of the target user for the content displayed on the electronic device, such as age information, gender information, and vision. Information, etc., may also include attribute information that is not related to the target user's display preference for the content displayed by the electronic device, such as height information, weight information, and so on. Therefore, in this embodiment, principal component analysis can be performed on the attribute information to simplify the attribute information, and the key attribute information can be obtained from the attribute information, where the key attribute information is related to the target user’s display preference for the content displayed by the electronic device. Property information. 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S30312:将所述关键属性信息输入所述已训练的回归模型。Step S30312: Input the key attribute information into the trained regression model.
进一步地,在从属性信息中获取关键属性信息后,可以将关键属性信息输入已训练的回归模型,以使输入的属性信息更准确,以便所得到的用户画像更准确。Further, after obtaining the key attribute information from the attribute information, the key attribute information can be input into the trained regression model to make the input attribute information more accurate, so that the obtained user portrait is more accurate.
步骤S3032:获取所述已训练的回归模型输出的所述目标用户的用户画像。Step S3032: Obtain a user portrait of the target user 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属性信息后,可以对目标用户的属性信息进行处理并输出目标用户的用户画像,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的用户画像。In some embodiments, after the trained regression model receives the input attribute information of the target user, it can process the attribute information of the target user and output the user portrait of the target user. Accordingly, the electronic device can obtain the trained The user portrait of the target user output by the regression model.
步骤S304:根据所述目标用户的文本展示偏好画像,确定与所述文本展示偏好画像对应的第一内容展示方式。Step S304: Determine a first content display mode corresponding to the text display preference portrait according to the text display preference portrait of the target user.
步骤S305:获取所述推送内容中的文本信息。Step S305: Acquire text information in the push content.
步骤S306:基于所述第一内容展示方式对所述文本信息进行调整,获得当前文本信息。Step S306: Adjust the text information based on the first content display mode to obtain current text information.
步骤S307:向所述目标用户展示包括所述当前文本信息的推送内容。Step S307: Show the push content including the current text information to the target user.
步骤S308:根据所述目标用户的图片展示偏好画像,确定与所述图片展示偏好画像对应的第二内容展示方式。Step S308: Determine a second content display mode corresponding to the picture display preference portrait according to the picture display preference portrait of the target user.
步骤S309:获取所述推送内容中的图片信息。Step S309: Obtain the picture information in the pushed content.
步骤S310:基于所述第二内容展示方式对所述图片信息进行调整,获得当前图片信息。Step S310: Adjust the picture information based on the second content display mode to obtain current picture information.
步骤S311:向所述目标用户展示包括所述当前图片信息的推送内容。Step S311: Show the push content including the current picture information to the target user.
其中,步骤S304-步骤S311的具体描述请参阅步骤S204-步骤S211,在此不再赘述。For the specific description of step S304-step S311, please refer to step S204-step S211, which will not be repeated here.
本申请再一个实施例提供的推送内容的展示方法,相较于图2所示的推送内容的展示方法,本 实施例还基于目标用户的属性信息获取目标用户的用户画像,提升所获取的用户画像的准确性。另外,本实施例还根据目标用户的文本展示偏好画像和图片展示偏好画像对推送内容的展示方式进行调整,以提升个性化展示效果和用户体验。Compared with the display method of pushing content shown in FIG. 2 according to another embodiment of the present application, this embodiment also obtains the user portrait of the target user based on the attribute information of the target user, and improves the obtained user The accuracy of the portrait. In addition, this embodiment also adjusts the display mode of the pushed content according to the text display preference portrait and the picture display preference portrait of the target user, so as to improve the personalized display effect and user experience.
请参阅图7,图7示出了本申请另一个实施例提供的推送内容的展示方法的流程示意图。该方法应用于上述电子设备,下面将针对图7所示的流程进行详细的阐述,其中,在本实施例中,所述用户画像包括文本展示偏好画像和图片展示偏好画像,所述文本展示偏好画像用于表征目标用户对于电子设备所展示文本的展示偏好,所述图片展示偏好画像用于表征目标用户对于电子设备所展示图片的展示偏好,所述推送内容的展示方法具体可以包括以下步骤:Please refer to FIG. 7, which shows a schematic flowchart of a method for displaying 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. 7 in detail. In this embodiment, the user portrait includes a text display preference portrait and a picture display preference portrait. The portrait is used to characterize the target user's display preference for the text displayed by the electronic device, the picture display preference portrait is used to characterize the target user's display preference for the picture displayed by the electronic device, and the display method of the pushed content may specifically include the following steps:
步骤S401:所述电子设备接收待推送给目标用户的推送内容,所述目标用户为与所述电子设备对应的用户。Step S401: The electronic device receives push content to be pushed to a target user, and the target user is a user corresponding to the electronic device.
其中,步骤S401的具体描述请参阅步骤S101,在此不再赘述。For the specific description of step S401, please refer to step S101, which will not be repeated here.
步骤S402:获取所述电子设备的展示设置和所述目标用户的属性信息。Step S402: Obtain the display settings of the electronic device and the attribute information of the target user.
步骤S403:基于所述展示设置和所述属性信息获取所述目标用户的用户画像。Step S403: Obtain a user portrait of the target user based on the display setting and the attribute information.
在一些实施方式中,可以获取电子设备的展示设置并获取目标用户的属性信息,再基于展示设置和属性信息共同获取目标用户的用户画像,以提升目标用户的用户画像获取的准确率。In some embodiments, the display settings of the electronic device can be obtained and the attribute information of the target user can be obtained, and then the user portrait of the target user can be jointly obtained based on the display setting and the attribute information, so as to improve the accuracy of obtaining the user portrait of the target user.
请参阅图8,图8示出了本申请的图7所示的推送内容的展示方法的步骤S403的流程示意图。下面将针对图8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. 8. FIG. 8 shows a schematic flowchart of step S403 of the method for displaying pushed content shown in FIG. The process shown in FIG. 8 will be described in detail below, and the method may specifically include the following steps:
步骤S4031:获取与所述展示设置对应的第一权重值,并获取与所述属性信息对应的第二权重值,其中,所述第一权重值大于所述第二权重值。Step S4031: Obtain a first weight value corresponding to the display setting, and acquire a second weight value corresponding to the attribute information, wherein the first weight value is greater than the second weight value.
在一些实施方式中,展示设置可以设置有第一权重值,属性信息可以设置有第二权重值,且第一权重值大于第二权重值,例如,第一权重值为60%且第二权重值为40%,第一权重值为55%且第二权重值为45%等。也就是说,在本实施例中,展示设置对应的权重值比属性信息对应的权重值大,也就是说,通过展示设置所获取的用户画像对应的权重大于通过属性信息所获取的用户画像。作为一种方式,电子设备可以获取与展示设置对应的权重值作为第一权重值,获取与属性信息对应的权重值作为第二权重值。In some embodiments, the display setting may be set with a first weight value, the attribute information may be set with a second weight value, and the first weight value is greater than the second weight value, for example, the first weight value is 60% and the second weight value The value is 40%, the first weight value is 55%, the second weight value is 45%, and so on. That is, in this embodiment, the weight value corresponding to the display setting is larger than the weight value corresponding to the attribute information, that is, the weight corresponding to the user portrait obtained through the display setting is greater than the user portrait obtained through the attribute information. As a way, the electronic device may obtain the weight value corresponding to the display setting as the first weight value, and obtain the weight value corresponding to the attribute information as the second weight value.
步骤S4032:基于所述展示设置和所述第一权重值,获得所述展示设置对应的第一加权值。Step S4032: Obtain a first weight value corresponding to the display setting based on the display setting and the first weight value.
在一些实施方式中,在获取电子设备的展示设置和展示设置对应的第一权重值时,可以基于电子设备的展示设置和展示设置对应的第一权重值,获得展示设置对应的加权值作为第一加权值。于本实施例中,在获取电子设备的展示设置和展示设置对应的第一权重值时,可以计算展示设置和展示设置对应的第一权重值的乘积,获得展示设置对应的第一加权值。作为一种方式,可以基于电子设备的展示设置获得展示设置的评分,再计算展示设置的评分和第一权重值的乘积,获得第一加权值。In some embodiments, when obtaining the first weight value corresponding to the display setting and the display setting of the electronic device, the weight value corresponding to the display setting may be obtained as the first weight value corresponding to the display setting and the display setting of the electronic device. A weighted value. In this embodiment, when acquiring the display setting and the first weight value corresponding to the display setting of the electronic device, the product of the display setting and the first weight value corresponding to the display setting can be calculated to obtain the first weight value corresponding to the display setting. As a way, the score of the display setting may be obtained based on the display setting of the electronic device, and then the product of the score of the display setting and the first weight value can be calculated to obtain the first weight value.
步骤S4033:基于所述属性信息和所述第二权重值,获得所述属性信息对应的第二加权值。Step S4033: Based on the attribute information and the second weight value, obtain a second weight value corresponding to the attribute information.
在一些实施方式中,在获取目标用户的属性信息和属性信息对应的第二权重值时,可以基于目标用户的属性信息和属性信息对应的第二权重值,获得属性信息对应的加权值作为第二加权值。于本实施例中,在获取目标用户的属性信息和属性信息对应的第二权重值时,可以计算属性信息和属性信息对应的第二权重值的乘积,获得属性信息对应的第二加权值。作为一种方式,可以基于目标用户的属性信息的评分,再计算属性信息的评分和第二权重值的乘积,获得第二加权值。In some embodiments, when acquiring the attribute information of the target user and the second weight value corresponding to the attribute information, the weight value corresponding to the attribute information may be obtained as the first weight value based on the attribute information of the target user and the second weight value corresponding to the attribute information. Two weighted value. In this embodiment, when acquiring the attribute information of the target user and the second weight value corresponding to the attribute information, the product of the attribute information and the second weight value corresponding to the attribute information may be calculated to obtain the second weight value corresponding to the attribute information. As a way, based on the score of the attribute information of the target user, the product of the score of the attribute information and the second weight value can be calculated to obtain the second weight value.
步骤S4034:基于所述第一加权值和所述第二加权值获取所述目标用户的用户画像。Step S4034: Obtain a user portrait of the target user based on the first weighted value and the second weighted value.
在一些实施方式中,在获取第一加权值和第二加权值后,可以基于第一加权值和第二加权值获得目标用户的用户画像,以提升获取的用户画像的准确性。In some embodiments, after obtaining the first weighting value and the second weighting value, the user portrait of the target user may be obtained based on the first weighting value and the second weighting value, so as to improve the accuracy of the obtained user portrait.
步骤S404:根据所述目标用户的文本展示偏好画像,确定与所述文本展示偏好画像对应的第一内容展示方式。Step S404: Determine a first content display mode corresponding to the text display preference portrait according to the text display preference portrait of the target user.
步骤S405:获取所述推送内容中的文本信息。Step S405: Acquire text information in the push content.
步骤S406:基于所述第一内容展示方式对所述文本信息进行调整,获得当前文本信息。Step S406: Adjust the text information based on the first content display mode to obtain current text information.
步骤S407:向所述目标用户展示包括所述当前文本信息的推送内容。Step S407: Show the push content including the current text information to the target user.
步骤S408:根据所述目标用户的图片展示偏好画像,确定与所述图片展示偏好画像对应的第二内容展示方式。Step S408: Determine a second content display mode corresponding to the picture display preference portrait according to the picture display preference portrait of the target user.
步骤S409:获取所述推送内容中的图片信息。Step S409: Obtain the picture information in the pushed content.
步骤S410:基于所述第二内容展示方式对所述图片信息进行调整,获得当前图片信息。Step S410: Adjust the picture information based on the second content display mode to obtain current picture information.
步骤S411:向所述目标用户展示包括所述当前图片信息的推送内容。Step S411: Show the push content including the current picture information to the target user.
其中,步骤S404-步骤S411的具体描述请参阅步骤S204-步骤S211,在此不再赘述。For the specific description of step S404-step S411, please refer to step S204-step S211, which will not be repeated here.
本申请另一个实施例提供的推送内容的展示方法,相较于图2所示的推送内容的展示方法,本实施例还基于电子设备的显示设置和目标用户的属性信息获取目标用户的用户画像,提升所获取的用户画像的准确性。另外,本实施例还根据目标用户的文本展示偏好画像和图片展示偏好画像对推 送内容的展示方式进行调整,以提升个性化展示效果和用户体验。In the method for displaying pushed content provided by another embodiment of the present application, compared with the method for displaying pushed content shown in FIG. 2, this embodiment also obtains the user portrait of the target user based on the display settings of the electronic device and the attribute information of the target user. , To improve the accuracy of the user portrait obtained. In addition, this embodiment also adjusts the display mode of the pushed content according to the text display preference portrait and the picture display preference portrait of the target user, so as to improve the personalized display effect and user experience.
请参阅图9,图9示出了本申请又再一个实施例提供的推送内容的展示方法的流程示意图。该方法应用于上述电子设备,下面将针对图9所示的流程进行详细的阐述,所述推送内容的展示方法具体可以包括以下步骤:Please refer to FIG. 9, which shows a schematic flowchart of a method for displaying push content provided by yet 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. 9 in detail. The display method of the pushed content may specifically include the following steps:
步骤S501:所述电子设备接收待推送给目标用户的推送内容,所述目标用户为与所述电子设备对应的用户。Step S501: The electronic device receives push content to be pushed to a target user, and the target user is a user corresponding to the electronic device.
步骤S502:根据所述目标用户的用户画像,确定与所述用户画像对应的内容展示方式,所述用户画像用于表征所述目标用户对于所述电子设备所展示内容的展示偏好。Step S502: Determine a content display mode corresponding to the user portrait according to the user portrait of the target user, where the user portrait is used to characterize the target user's display preference for the content displayed by the electronic device.
步骤S503: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 S503: Display the pushed content to the target user based on the content display mode.
其中,步骤S501-步骤S503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 S501-step S503, please refer to step S101-step S103, which will not be repeated here.
步骤S504:获取所述推送内容的转化率。Step S504: Obtain the conversion rate of the pushed content.
在一些实施方式中,电子设备在向目标用户展示推送内容后,可以获取推送内容的转化率。其中,推送内容的转化可以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。因此,在本实施例中,推送内容的推送率可以包括推送内容被跳转、下载、购买等与被浏览的比例。在一些实施方式中,电子设备在向目标用户展示推送内容后,可以获取推送内容在预设时间段内的转化率。In some embodiments, the electronic device may obtain the conversion rate of the pushed content after displaying the pushed content to the target user. Among them, the conversion of pushed content may include from browsing to pushing content to clicking to jump, from browsing to pushing content to clicking to download, from browsing to pushing content to clicking to buy, and so on. Therefore, in this embodiment, the push rate of the pushed content may include the ratio of the pushed content being redirected, downloaded, purchased, etc. to being viewed. In some embodiments, the electronic device may obtain the conversion rate of the pushed content within a preset time period after displaying the pushed content to the target user.
步骤S505:基于随机梯度下降法和所述转化率对所述用户画像进行迭代优化。Step S505: Iteratively optimize the user portrait based on the stochastic gradient descent method and the conversion rate.
在一些实施方式中,电子设备在获取到推送内容的转化率后,可以基于转化率并结合随机梯度下降法对目标用户的用户画像进行反复迭代优化,以通过优化用户画像的方式,提升推送内容的转化率和用户体验。其中,随机梯度下降法是在一个最小化目标函数时梯度下降优化方法中的随机逼近方法。In some embodiments, after the electronic device obtains the conversion rate of the pushed content, it may iteratively optimize the user portrait of the target user based on the conversion rate and combined with the stochastic gradient descent method, so as to improve the pushed content by optimizing the user portrait. Conversion rate and user experience. Among them, the stochastic gradient descent method is a stochastic approximation method in the gradient descent optimization method when the objective function is minimized.
本申请又再一个实施例提供的推送内容的展示方法,相较于图2所示的推送内容的展示方法,本实施例还获取推送内容的转化率,并基于转化率对用户画像进行迭代优化,以提升用户画像的准确率。Another embodiment of the present application provides a method for displaying pushed content. Compared with the method for displaying pushed content shown in FIG. 2, this embodiment also obtains the conversion rate of the pushed content, and iteratively optimizes the user portrait based on the conversion rate. , In order to improve the accuracy of user portraits.
请参阅图10,图10示出了本申请实施例提供的推送内容的展示装置300的模块框图。该推送内容的展示装置300应用于上述的电子设备。下面将针对图10所示的框图进行阐述,所述推送内容展示装置300包括:推送内容接收模块310、内容展示方式确定模块320以及推送内容展示模块330,其中:Please refer to FIG. 10. FIG. 10 shows a block diagram of a device 300 for displaying pushed content according to an embodiment of the present application. The display device 300 for pushing content is applied to the above-mentioned electronic equipment. The following will elaborate on the block diagram shown in FIG. 10, the pushed content display device 300 includes: a pushed content receiving module 310, a content display mode determining module 320, and a pushed content display module 330, wherein:
推送内容接收模块310,用于所述电子设备接收待推送给目标用户的推送内容,所述目标用户为与所述电子设备对应的用户。The push content receiving module 310 is used for the electronic device to receive push content to be pushed to a target user, the target user being a user corresponding to the electronic device.
内容展示方式确定模块320,用于根据所述目标用户的用户画像,确定与所述用户画像对应的内容展示方式,所述用户画像用于表征所述目标用户对于所述电子设备所展示内容的展示偏好。The content display mode determination module 320 is configured to determine a content display mode corresponding to the user portrait according to the user portrait of the target user, and the user portrait is used to characterize the target user’s view of the content displayed by the electronic device. Show preference.
进一步地,所述用户画像包括文本展示偏好画像,所述文本展示偏好画像用于表征所述目标用户对于所述电子设备所展示文本的展示偏好,所述内容展示方式确定模块320包括:第一内容展示方式确定子模块,其中:Further, the user portrait includes a text display preference portrait, and the text display preference portrait is used to represent the target user's display preference for the text displayed by the electronic device, and the content display mode determination module 320 includes: first The content display mode determines the sub-modules, including:
第一内容展示方式确定子模块,用于根据所述目标用户的文本展示偏好画像,确定与所述文本展示偏好画像对应的第一内容展示方式。The first content display mode determination sub-module is configured to determine the first content display mode corresponding to the text display preference portrait according to the text display preference portrait of the target user.
进一步地,所述文本展示偏好画像包括字体大小偏好画像,所述第一内容展示方式确定子模块包括:字体大小展示方式确定单元,其中:Further, the text display preference portrait includes a font size preference portrait, and the first content display mode determination submodule includes: a font size display mode determination unit, wherein:
字体大小展示方式确定单元,用于根据所述目标用户的字体大小偏好画像,确定与所述字体大小偏好画像对应的第一内容展示方式。The font size display mode determining unit is configured to determine the first content display mode corresponding to the font size preference portrait according to the font size preference portrait of the target user.
进一步地,所述文本展示偏好画像包括文本间距偏好画像,所述第一内容展示方式确定子模块包括:Further, the text display preference portrait includes a text spacing preference portrait, and the first content display mode determination submodule includes:
文本间距展示方式确定单元,用于根据所述目标用户的文本间距偏好画像,确定与所述文本间距偏好画像对应的第一内容展示方式。The text spacing display mode determining unit is configured to determine the first content display mode corresponding to the text spacing preference portrait according to the text spacing preference portrait of the target user.
进一步地,用户画像包括图片展示偏好画像,所述图片展示偏好画像用于表征所述目标用户对于所述电子设备所展示图片的展示偏好,所述内容展示方式确定模块320包括:Further, the user portrait includes a picture display preference portrait, the picture display preference portrait is used to represent the target user's display preference for the pictures displayed by the electronic device, and the content display mode determination module 320 includes:
第二内容展示方式确定子模块,用于根据所述目标用户的图片展示偏好画像,确定与所述图片展示偏好画像对应的第二内容展示方式。The second content display mode determination sub-module is configured to determine the second content display mode corresponding to the picture display preference portrait according to the picture display preference portrait of the target user.
进一步地,所述图片展示偏好画像包括图片大小偏好画像,所述第二内容展示确定子模块包括:图片大小展示方式确定单元,其中:Further, the picture display preference portrait includes a picture size preference portrait, and the second content display determination submodule includes: a picture size display mode determination unit, wherein:
图片大小展示方式确定单元,用于根据所述目标用户的图片大小偏好画像,确定与所述图片大小偏好画像对应的第二内容展示方式。The picture size display mode determining unit is configured to determine a second content display mode corresponding to the picture size preference portrait according to the picture size preference portrait of the target user.
进一步地,所述图片展示偏好画像包括图片配色偏好画像,所述第二内容展示确定子模块包括:图片配色展示方式确定单元,其中:Further, the picture display preference portrait includes a picture color matching preference portrait, and the second content display determining submodule includes: a picture color matching display mode determining unit, wherein:
图片配色展示方式确定单元,用于根据所述目标用户的图片配色偏好画像,确定与所述图片配色偏好画像对应的第二内容展示方式。The picture color matching display mode determining unit is configured to determine a second content display mode corresponding to the picture color matching preference portrait according to the picture color matching preference portrait of the target user.
进一步地,所述图片展示偏好画像包括图片对比度偏好画像,所述第二内容展示确定子模块包括:图片对比度展示方式确定单元,其中:Further, the picture display preference portrait includes a picture contrast preference portrait, and the second content display determination submodule includes: a picture contrast display mode determination unit, wherein:
图片对比度展示方式确定单元,用于根据所述目标用户的图片对比度偏好画像,确定与所述图片对比度偏好画像对应的第二内容展示方式。The picture contrast display mode determining unit is configured to determine a second content display mode corresponding to the picture contrast preference portrait according to the picture contrast preference portrait of the target user.
进一步地,所述图片展示偏好画像包括图片饱和度偏好画像,所述第二内容展示确定子模块包括:图片饱和度展示方式确定单元,其中:Further, the picture display preference portrait includes a picture saturation preference portrait, and the second content display determination submodule includes: a picture saturation display mode determination unit, wherein:
图片饱和度展示方式确定单元,用于根据所述目标用户的图片饱和度偏好画像,确定与所述图片饱和度偏好画像对应的第二内容展示方式。The picture saturation display mode determining unit is configured to determine a second content display mode corresponding to the picture saturation preference portrait according to the picture saturation preference portrait of the target user.
推送内容展示模块330,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 pushed content display module 330 is configured to display the pushed content to the target user based on the content display mode.
进一步地,所述用户画像包括文本展示偏好画像,所述文本展示偏好画像用于表征所述目标用户对于所述电子设备所展示文本的展示偏好,所述推送内容展示模块330包括:文本信息获取子模块、文本信息调整子模块以及文本信息推送子模块,其中:Further, the user portrait includes a text display preference portrait, the text display preference portrait is used to represent the target user's display preference for the text displayed by the electronic device, and the push content display module 330 includes: text information acquisition Sub-module, text information adjustment sub-module, and text information push sub-module, including:
文本信息获取子模块,用于获取所述推送内容中的文本信息。The text information acquisition sub-module is used to acquire the text information in the push content.
文本信息调整子模块,用于基于所述第一内容展示方式对所述文本信息进行调整,获得当前文本信息。The text information adjustment sub-module is configured to adjust the text information based on the first content display mode to obtain current text information.
进一步地,所述文本展示偏好画像包括字体大小偏好画像,所述文本信息调整子模块包括:字体大小调整单元,其中:Further, the text display preference portrait includes a font size preference portrait, and the text information adjustment submodule includes: a font size adjustment unit, wherein:
字体大小调整单元,用于基于所述第一内容展示方式对所述文本信息的字体大小进行调整,获得所述当前文本信息。The font size adjustment unit is configured to adjust the font size of the text information based on the first content display mode to obtain the current text information.
进一步地,所述文本展示偏好画像包括文本间距偏好画像,所述文本信息调整子模块包括:文本间距调整单元,其中:Further, the text display preference portrait includes a text spacing preference portrait, and the text information adjustment submodule includes: a text spacing adjustment unit, wherein:
文本间距调整单元,用于基于所述第一内容展示方式对所述文本信息之间的间距进行调整,获得所述当前文本信息。The text spacing adjustment unit is configured to adjust the spacing between the text information based on the first content display mode to obtain the current text information.
文本信息推送子模块,用于向所述目标用户展示包括所述当前文本信息的推送内容。The text information push sub-module is used to show the push content including the current text information to the target user.
进一步地,所述用户画像包括图片展示偏好画像,所述图片展示偏好画像用于表征所述目标用户对于所述电子设备所展示图片的展示偏好,所述推送内容展示模块330包括:图片信息获取子模块、图片信息调整子模块以及图片信息推送子模块,其中:Further, the user portrait includes a picture display preference portrait, the picture display preference portrait is used to characterize the target user’s display preference for pictures displayed by the electronic device, and the push content display module 330 includes: picture information acquisition Sub-module, picture information adjustment sub-module, and picture information push sub-module, including:
图片信息获取子模块,用于获取所述推送内容中的图片信息。The picture information acquisition sub-module is used to acquire the picture information in the push content.
图片信息调整子模块,用于基于所述第二内容展示方式对所述图片信息进行调整,获得当前图片信息。The picture information adjustment submodule is configured to adjust the picture information based on the second content display mode to obtain current picture information.
进一步地,所述图片展示偏好画像包括图片大小偏好画像,所述图片信息调整子模块包括:图片大小调整单元,其中:Further, the picture display preference portrait includes a picture size preference portrait, and the picture information adjustment submodule includes: a picture size adjustment unit, wherein:
图片大小调整单元,用于基于所述第二内容展示方式对所述图片信息的图片大小进行调整,获得所述当前图片信息。The picture size adjustment unit is configured to adjust the picture size of the picture information based on the second content display mode to obtain the current picture information.
进一步地,所述图片展示偏好画像包括图片配色偏好画像,所述图片信息调整子模块包括:图片配色调整单元,其中:Further, the picture display preference portrait includes a picture color matching preference portrait, and the picture information adjustment submodule includes: a picture color matching adjustment unit, wherein:
图片配色调整单元,用于基于所述第二内容展示方式对所述图片信息的图片配色进行调整,获得所述当前图片信息。The picture color matching adjustment unit is configured to adjust the picture color matching of the picture information based on the second content display mode to obtain the current picture information.
进一步地,所述图片展示偏好画像包括图片对比度偏好画像,所述图片信息调整子模块包括:图片对比度调整单元,其中:Further, the picture display preference portrait includes a picture contrast preference portrait, and the picture information adjustment submodule includes: a picture contrast adjustment unit, wherein:
图片对比度调整单元,用于基于所述第二内容展示方式对所述图片信息的图片对比度进行调整,获得所述当前图片信息。The picture contrast adjustment unit is configured to adjust the picture contrast of the picture information based on the second content display mode to obtain the current picture information.
进一步地,所述图片展示偏好画像包括图片饱和度偏好画像,所述图片信息调整子模块包括:图片饱和度调整单元,其中:Further, the picture display preference portrait includes a picture saturation preference portrait, and the picture information adjustment submodule includes: a picture saturation adjustment unit, wherein:
图片饱和度调整单元,用于基于所述第二内容展示方式对所述图片信息的图片饱和度进行调整,获得所述当前图片信息。The picture saturation adjustment unit is configured to adjust the picture saturation of the picture information based on the second content display mode to obtain the current picture information.
图片信息推送子模块,用于向所述目标用户展示包括所述当前图片信息的推送内容。The picture information push sub-module is used to show the push content including the current picture information to the target user.
进一步地,所述推送内容的展示装置300还包括:展示设置获取模块和第一用户画像获取模块,其中:Further, the display device 300 for pushing content further includes: a display setting acquisition module and a first user portrait acquisition module, wherein:
展示设置获取模块,用于获取所述电子设备的展示设置。The display setting acquisition module is used to acquire the display setting of the electronic device.
第一用户画像获取模块,用于基于所述展示设置获取所述目标用户的用户画像。The first user portrait obtaining module is configured to obtain the user portrait of the target user based on the display setting.
进一步地,所述推送内容的展示装置300还包括:属性信息获取模块和第二用户画像获取模块,其中:Further, the display device 300 for pushing content further includes: an attribute information acquisition module and a second user portrait acquisition module, wherein:
属性信息获取模块,用于获取所述目标用户的属性信息。The attribute information obtaining module is used to obtain the attribute information of the target user.
第二用户画像获取模块,用于基于所述属性信息获取所述目标用户的用户画像。The second user portrait obtaining module is configured to obtain the user portrait of the target user based on the attribute information.
进一步地,所述第二用户画像获取模块包括:属性信息输入子模块和用户画像输出子模块,其中:Further, the second user portrait obtaining module includes: an attribute information input sub-module and a user portrait output sub-module, wherein:
属性信息输入子模块,用于将所述属性信息输入已训练的回归模型,所述已训练的回归模型为通过对参考用户的属性信息以及所述参考用户对应的电子设备的展示设置进行回归拟合获得。The attribute information input sub-module is used to input the attribute information into a trained regression model, and the trained regression model is a regression model by performing a regression simulation on the attribute information of the reference user and the display settings of the electronic device corresponding to the reference user. Together to obtain.
进一步地,所述属性信息输入子模块包括:关键属性信息获得单元和关键属性信息输入单元,其中:Further, the attribute information input sub-module includes: a key attribute information obtaining unit and a key attribute information input unit, wherein:
关键属性信息获得单元,用于对所述属性信息进行主成分分析,从所述属性信息中获得关键属性信息。The key attribute information obtaining unit is used to perform principal component analysis on the attribute information, and obtain key attribute information from the attribute information.
关键属性信息输入单元,用于将所述关键属性信息输入所述已训练的回归模型。The key attribute information input unit is used to input the key attribute information into the trained regression model.
用户画像输出子模块,用于获取所述已训练的回归模型输出的所述目标用户的用户画像。The user portrait output sub-module is used to obtain the user portrait of the target user output by the trained regression model.
进一步地,所述推送内容的展示装置300还包括:信息获取模块和第三用户画像获取模块,其中:Further, the device 300 for displaying pushed content further includes: an information acquisition module and a third user portrait acquisition module, wherein:
信息获取模块,用于获取所述电子设备的展示设置和所述目标用户的属性信息。The information acquisition module is used to acquire the display settings of the electronic device and the attribute information of the target user.
第三用户画像获取模块,用于基于所述展示设置和所述属性信息获取所述目标用户的用户画像。The third user portrait obtaining module is configured to obtain the user portrait of the target user based on the display setting and the attribute information.
进一步地,所述第三用户画像获取模块包括:权重值获取子模块、第一加权值获取子模块、第二加权值获取子模块以及用户画像获取子模块,其中:Further, the third user portrait obtaining module includes: a weight value obtaining submodule, a first weight value obtaining submodule, a second weight value obtaining submodule, and a user portrait obtaining submodule, wherein:
权重值获取子模块,用于获取与所述展示设置对应的第一权重值,并获取与所述属性信息对应的第二权重值,其中,所述第一权重值大于所述第二权重值。The weight value obtaining sub-module is configured to obtain a first weight value corresponding to the display setting, and obtain a second weight value corresponding to the attribute information, wherein the first weight value is greater than the second weight value .
第一加权值获取子模块,用于基于所述展示设置和所述第一权重值,获得所述展示设置对应的第一加权值。The first weight value obtaining submodule is configured to obtain a first weight value corresponding to the display setting based on the display setting and the first weight value.
第二加权值获取子模块,用于基于所述属性信息和所述第二权重值,获得所述属性信息对应的第二加权值。The second weight value obtaining submodule is configured to obtain a second weight value corresponding to the attribute information based on the attribute information and the second weight value.
用户画像获取子模块,用于基于所述第一加权值和所述第二加权值获取所述目标用户的用户画像。The user portrait obtaining submodule is configured to obtain the user portrait of the target user based on the first weighted value and the second weighted value.
进一步地,所述推送内容的展示装置300还包括:转化率获取模块和用户画像优化模块,其中:Further, the display device 300 for pushing content further includes: a conversion rate acquisition module and a user portrait optimization module, wherein:
转化率获取模块,用于获取所述推送内容的转化率。The conversion rate obtaining module is used to obtain the conversion rate of the pushed content.
用户画像优化模块,用于基于随机梯度下降法和所述转化率对所述用户画像进行迭代优化。The user portrait optimization module is used to iteratively optimize the user portrait based on the stochastic gradient descent method and the conversion rate.
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展示方法、装置、电子设备以及存储介质,电子设备接收待推送给目标用户的推送内容,该目标用户为与电子设备对应的用户,根据目标用户的用户画像,确定与用户画像对应的内容展示方式,其中,用户画像用于表征目标用户对于电子设备所展示内容的展示偏好,基于内容展示方式对目标用户展示推送内容,从而通过在接收到推送内容时根据用户的用户画像确定对应的内容展示方式,并基于内容展示方式展示推送内容,以达到推送内容的个性化展示效果,提升用户体验。In summary, the method, device, electronic device, and storage medium for displaying push content provided in the embodiments of the application. The electronic device receives push content to be pushed to a target user. The target user is a user corresponding to the electronic device. The user portrait of the user determines the content display mode corresponding to the user portrait. The user portrait is used to characterize the target user’s display preference for the content displayed by the electronic device. When pushing content, determine the corresponding content display method according to the user portrait of the user, and display the pushed content based on the content display method, so as to achieve the personalized display effect of the 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. 一种推送内容的展示方法,其特征在于,应用于电子设备,所述方法包括:A display method for pushing content, characterized in that it is applied to an electronic device, and the method includes:
    所述电子设备接收待推送给目标用户的推送内容,所述目标用户为与所述电子设备对应的用户;Receiving the push content to be pushed to a target user by the electronic device, and the target user is a user corresponding to the electronic device;
    根据所述目标用户的用户画像,确定与所述用户画像对应的内容展示方式,所述用户画像用于表征所述目标用户对于所述电子设备所展示内容的展示偏好;Determining a content display mode corresponding to the user portrait according to the user portrait of the target user, where the user portrait is used to characterize the target user's display preference for the content displayed by the electronic device;
    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.
  2. 根据权利要求1所述的方法,其特征在于,所述用户画像包括文本展示偏好画像,所述文本展示偏好画像用于表征所述目标用户对于所述电子设备所展示文本的展示偏好,所述根据所述目标用户的用户画像,确定与所述用户画像对应的内容展示方式,包括:The method according to claim 1, wherein the user portrait comprises a text display preference portrait, and the text display preference portrait is used to characterize the display preference of the target user for the text displayed by the electronic device, and According to the user portrait of the target user, determining the content display mode corresponding to the user portrait includes:
    根据所述目标用户的文本展示偏好画像,确定与所述文本展示偏好画像对应的第一内容展示方式;Determining a first content display mode corresponding to the text display preference portrait according to the text display preference portrait of the target user;
    所述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,包括:The displaying the pushed content to the target user based on the content display manner includes:
    获取所述推送内容中的文本信息;Acquiring text information in the push content;
    基于所述第一内容展示方式对所述文本信息进行调整,获得当前文本信息;Adjusting the text information based on the first content display mode to obtain current text information;
    向所述目标用户展示包括所述当前文本信息的推送内容。Displaying the push content including the current text information to the target user.
  3. 根据权利要求2所述的方法,其特征在于,所述文本展示偏好画像包括字体大小偏好画像,所述根据所述目标用户的文本展示偏好画像,确定与所述文本展示偏好画像对应的第一内容展示方式,包括:The method according to claim 2, wherein the text display preference portrait comprises a font size preference portrait, and the first text display preference portrait corresponding to the text display preference portrait is determined according to the text display preference portrait of the target user. Content display methods, including:
    根据所述目标用户的字体大小偏好画像,确定与所述字体大小偏好画像对应的第一内容展示方式;Determining the first content display mode corresponding to the font size preference portrait according to the font size preference portrait of the target user;
    所述基于所述第一内容展示方式对所述文本信息进行调整,获得当前文本信息,包括:The adjusting the text information based on the first content display mode to obtain current text information includes:
    基于所述第一内容展示方式对所述文本信息的字体大小进行调整,获得所述当前文本信息。The font size of the text information is adjusted based on the first content display mode to obtain the current text information.
  4. 根据权利要求2或3所述的方法,其特征在于,所述文本展示偏好画像包括文本间距偏好画像,所述根据所述目标用户的文本展示偏好画像,确定与所述文本展示偏好画像对应的第一内容展示方式,包括:The method according to claim 2 or 3, wherein the text display preference portrait comprises a text spacing preference portrait, and the text display preference portrait corresponding to the text display preference portrait is determined according to the target user’s text display preference portrait. The first content display method includes:
    根据所述目标用户的文本间距偏好画像,确定与所述文本间距偏好画像对应的第一内容展示方式;Determining a first content display mode corresponding to the text spacing preference portrait according to the text spacing preference portrait of the target user;
    所述基于所述第一内容展示方式对所述文本信息进行调整,获得当前文本信息,包括:The adjusting the text information based on the first content display mode to obtain current text information includes:
    基于所述第一内容展示方式对所述文本信息之间的间距进行调整,获得所述当前文本信息。The spacing between the text information is adjusted based on the first content display mode to obtain the current text information.
  5. 根据权利要求1-4任一项所述的方法,其特征在于,所述用户画像包括图片展示偏好画像,所述图片展示偏好画像用于表征所述目标用户对于所述电子设备所展示图片的展示偏好,所述根据所述目标用户的用户画像,确定与所述用户画像对应的内容展示方式,包括:The method according to any one of claims 1 to 4, wherein the user portrait comprises a picture display preference portrait, and the picture display preference portrait is used to characterize the target user’s preference for the picture displayed by the electronic device Display preference, the determining a content display mode corresponding to the user portrait according to the user portrait of the target user includes:
    根据所述目标用户的图片展示偏好画像,确定与所述图片展示偏好画像对应的第二内容展示方式;Determining a second content display mode corresponding to the picture display preference portrait according to the picture display preference portrait of the target user;
    所述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,包括:The displaying the pushed content to the target user based on the content display manner includes:
    获取所述推送内容中的图片信息;Acquiring picture information in the push content;
    基于所述第二内容展示方式对所述图片信息进行调整,获得当前图片信息;Adjusting the picture information based on the second content display mode to obtain current picture information;
    向所述目标用户展示包括所述当前图片信息的推送内容。Displaying the push content including the current picture information to the target user.
  6. 根据权利要求5所述的方法,其特征在于,所述图片展示偏好画像包括图片大小偏好画像,所述根据所述目标用户的图片展示偏好画像,确定与所述图片展示偏好画像对应的第二内容展示方式,包括:The method according to claim 5, wherein the picture display preference portrait comprises a picture size preference portrait, and the second picture display preference portrait corresponding to the picture display preference portrait is determined according to the picture display preference portrait of the target user. Content display methods, including:
    根据所述目标用户的图片大小偏好画像,确定与所述图片大小偏好画像对应的第二内容展示方式;Determining a second content display mode corresponding to the picture size preference portrait according to the picture size preference portrait of the target user;
    所述基于所述第二内容展示方式对所述图片信息进行调整,获得当前图片信息,包括:The adjusting the picture information based on the second content display mode to obtain current picture information includes:
    基于所述第二内容展示方式对所述图片信息的图片大小进行调整,获得所述当前图片信息。The picture size of the picture information is adjusted based on the second content display mode to obtain the current picture information.
  7. 根据权利要求5或6所述的方法,其特征在于,所述图片展示偏好画像包括图片配色偏好画像,所述根据所述目标用户的图片展示偏好画像,确定与所述图片展示偏好画像对应的第二内容展示方式,包括:The method according to claim 5 or 6, wherein the picture display preference portrait comprises a picture color matching preference portrait, and the picture display preference portrait corresponding to the picture display preference portrait is determined according to the target user’s picture display preference portrait. The second content display method includes:
    根据所述目标用户的图片配色偏好画像,确定与所述图片配色偏好画像对应的第二内容展示方式;Determining a second content display mode corresponding to the picture color matching preference portrait according to the picture color matching preference portrait of the target user;
    所述基于所述第二内容展示方式对所述图片信息进行调整,获得当前图片信息,包括:The adjusting the picture information based on the second content display mode to obtain current picture information includes:
    基于所述第二内容展示方式对所述图片信息的图片配色进行调整,获得所述当前图片信息。The picture color matching of the picture information is adjusted based on the second content display mode to obtain the current picture information.
  8. 根据权利要求5-7任一项所述的方法,其特征在于,所述图片展示偏好画像包括图片对比度偏好画像,所述根据所述目标用户的图片展示偏好画像,确定与所述图片展示偏好画像对应的第二内容展示方式,包括:The method according to any one of claims 5-7, wherein the picture display preference portrait comprises a picture contrast preference portrait, and the picture display preference portrait is determined based on the picture display preference portrait of the target user. The second content display mode corresponding to the portrait includes:
    根据所述目标用户的图片对比度偏好画像,确定与所述图片对比度偏好画像对应的第二内容展示方式;Determining a second content display mode corresponding to the picture contrast preference portrait according to the picture contrast preference portrait of the target user;
    所述基于所述第二内容展示方式对所述图片信息进行调整,获得当前图片信息,包括:The adjusting the picture information based on the second content display mode to obtain current picture information includes:
    基于所述第二内容展示方式对所述图片信息的图片对比度进行调整,获得所述当前图片信息。The picture contrast of the picture information is adjusted based on the second content display mode to obtain the current picture information.
  9. 根据权利要求5-8任一项所述的方法,其特征在于,所述图片展示偏好画像包括图片饱和度偏好 画像,所述根据所述目标用户的图片展示偏好画像,确定与所述图片展示偏好画像对应的第二内容展示方式,包括:The method according to any one of claims 5-8, wherein the picture display preference portrait comprises a picture saturation preference portrait, and the picture display preference portrait is determined based on the picture display preference portrait of the target user. The second content display method corresponding to the preferred portrait includes:
    根据所述目标用户的图片饱和度偏好画像,确定与所述图片饱和度偏好画像对应的第二内容展示方式;Determining a second content display mode corresponding to the picture saturation preference portrait according to the picture saturation preference portrait of the target user;
    所述基于所述第二内容展示方式对所述图片信息进行调整,获得当前图片信息,包括:The adjusting the picture information based on the second content display mode to obtain current picture information includes:
    基于所述第二内容展示方式对所述图片信息的图片饱和度进行调整,获得所述当前图片信息。The picture saturation of the picture information is adjusted based on the second content display mode to obtain the current picture information.
  10. 根据权利要求1-9任一项所述的方法,其特征在于,所述根据所述目标用户的用户画像,确定与所述用户画像对应的内容展示方式之前,还包括:The method according to any one of claims 1-9, wherein before determining the content display mode corresponding to the user portrait according to the user portrait of the target user, the method further comprises:
    获取所述电子设备的展示设置;Acquiring the display setting of the electronic device;
    基于所述展示设置获取所述目标用户的用户画像。Obtain a user portrait of the target user based on the display setting.
  11. 根据权利要求1-9任一项所述的方法,其特征在于,所述根据所述目标用户的用户画像,确定与所述用户画像对应的内容展示方式之前,还包括:The method according to any one of claims 1-9, wherein before determining the content display mode corresponding to the user portrait according to the user portrait of the target user, the method further comprises:
    获取所述目标用户的属性信息;Acquiring attribute information of the target user;
    基于所述属性信息获取所述目标用户的用户画像。Obtain a user portrait of the target user based on the attribute information.
  12. 根据权利要求11所述的方法,其特征在于,所述基于所述属性信息获取所述目标用户的用户画像,包括:The method according to claim 11, wherein said acquiring a user portrait of said target user based on said attribute information comprises:
    将所述属性信息输入已训练的回归模型,所述已训练的回归模型为通过对参考用户的属性信息以及所述参考用户对应的电子设备的展示设置进行回归拟合获得;Inputting the attribute information into a trained regression model, where the trained regression model is obtained by performing regression fitting on the attribute information of the reference user and the display settings of the electronic device corresponding to the reference user;
    获取所述已训练的回归模型输出的所述目标用户的用户画像。Obtain the user portrait of the target user output by the trained regression model.
  13. 根据权利要求12所述的方法,其特征在于,所述将所述属性信息输入已训练的回归模型,包括:The method according to claim 12, wherein said inputting said attribute information into a trained regression model comprises:
    对所述属性信息进行主成分分析,从所述属性信息中获得关键属性信息;Perform principal component analysis on the attribute information, and obtain key attribute information from the attribute information;
    将所述关键属性信息输入所述已训练的回归模型。The key attribute information is input into the trained regression model.
  14. 根据权利要求1-9任一项所述的方法,其特征在于,所述根据所述目标用户的用户画像,确定与所述用户画像对应的内容展示方式之前,还包括:The method according to any one of claims 1-9, wherein before determining the content display mode corresponding to the user portrait according to the user portrait of the target user, the method further comprises:
    获取所述电子设备的展示设置和所述目标用户的属性信息;Acquiring the display settings of the electronic device and the attribute information of the target user;
    基于所述展示设置和所述属性信息获取所述目标用户的用户画像。Obtain a user portrait of the target user based on the display setting and the attribute information.
  15. 根据权利要求14所述的方法,其特征在于,所述基于所述展示设置和所述属性信息获取所述目标用户的用户画像,包括:The method according to claim 14, wherein the obtaining a user portrait of the target user based on the display setting and the attribute information comprises:
    获取与所述展示设置对应的第一权重值,并获取与所述属性信息对应的第二权重值,其中,所述第一权重值大于所述第二权重值;Acquiring a first weight value corresponding to the display setting, and acquiring a second weight value corresponding to the attribute information, wherein the first weight value is greater than the second weight value;
    基于所述展示设置和所述第一权重值,获得所述展示设置对应的第一加权值;Obtaining a first weight value corresponding to the display setting based on the display setting and the first weight value;
    基于所述属性信息和所述第二权重值,获得所述属性信息对应的第二加权值;Obtaining a second weight value corresponding to the attribute information based on the attribute information and the second weight value;
    基于所述第一加权值和所述第二加权值获取所述目标用户的用户画像。Obtain a user portrait of the target user based on the first weighted value and the second weighted value.
  16. 根据权利要求15所述的方法,其特征在于,所述属性信息包括年龄信息、性别信息以及视力信息中的至少一种。The method according to claim 15, wherein the attribute information includes at least one of age information, gender information, and vision information.
  17. 根据权利要求1-16任一项所述的方法,其特征在于,所述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之后,还包括:The method according to any one of claims 1-16, wherein after the displaying the pushed content to the target user based on the content display mode, the method further comprises:
    获取所述推送内容的转化率;Obtaining the conversion rate of the pushed content;
    基于随机梯度下降法和所述转化率对所述用户画像进行迭代优化。The user portrait is iteratively optimized based on the stochastic gradient descent method and the conversion rate.
  18. 一种推送内容的展示装置,其特征在于,应用于电子设备,所述装置包括:A display device for pushing content, 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推送给目标用户的推送内容,所述目标用户为与所述电子设备对应的用户;A push content receiving module, configured for the electronic device to receive push content to be pushed to a target user, the target user being a user corresponding to the electronic device;
    内容展示方式确定模块,用于根据所述目标用户的用户画像,确定与所述用户画像对应的内容展示方式,所述用户画像用于表征所述目标用户对于所述电子设备所展示内容的展示偏好;The content display mode determination module is used to determine the content display mode corresponding to the user portrait according to the user portrait of the target user, and the user portrait is used to characterize the display of the content displayed by the electronic device by the target user Preference
    推送内容展示模块,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 pushed content display module is configured to display the pushed content to the target user based on the content display mode.
  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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