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 PDFInfo
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- 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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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F9/00—Arrangements for program control, e.g. control units
- G06F9/06—Arrangements for program control, e.g. control units using stored programs, i.e. using an internal store of processing equipment to receive or retain programs
- G06F9/44—Arrangements for executing specific programs
- G06F9/451—Execution arrangements for user interfaces
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- 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
Description
Claims (20)
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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.
- 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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