WO2021087747A1 - 推送内容的处理方法、装置、电子设备以及存储介质 - Google Patents
推送内容的处理方法、装置、电子设备以及存储介质 Download PDFInfo
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- 238000000034 method Methods 0.000 title claims abstract description 101
- 238000012545 processing Methods 0.000 title claims abstract description 67
- 238000006243 chemical reaction Methods 0.000 abstract description 9
- 230000035945 sensitivity Effects 0.000 abstract description 3
- 230000000903 blocking effect Effects 0.000 abstract 1
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- 238000010586 diagram Methods 0.000 description 9
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- 238000004891 communication Methods 0.000 description 3
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- 230000008878 coupling Effects 0.000 description 2
- 238000010168 coupling process Methods 0.000 description 2
- 238000005859 coupling reaction Methods 0.000 description 2
- 238000013500 data storage Methods 0.000 description 2
- 238000005516 engineering process Methods 0.000 description 2
- 238000003058 natural language processing Methods 0.000 description 2
- 238000012015 optical character recognition Methods 0.000 description 2
- 230000006399 behavior Effects 0.000 description 1
- 238000004590 computer program Methods 0.000 description 1
- 238000013135 deep learning Methods 0.000 description 1
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
- H04N21/00—Selective content distribution, e.g. interactive television or video on demand [VOD]
- H04N21/40—Client devices specifically adapted for the reception of or interaction with content, e.g. set-top-box [STB]; Operations thereof
- H04N21/45—Management operations performed by the client for facilitating the reception of or the interaction with the content or administrating data related to the end-user or to the client device itself, e.g. learning user preferences for recommending movies, resolving scheduling conflicts
- H04N21/466—Learning process for intelligent management, e.g. learning user preferences for recommending movies
Definitions
- This application relates to the technical field of electronic equipment, and more specifically, to a method, device, electronic equipment, and storage medium for processing push content.
- electronic devices are used more and more widely, with more and more functions, and they have become one of the must-haves in people's daily life.
- electronic devices can be used to display various contents for users to read or use.
- this application proposes a method, device, electronic device, and storage medium for processing push content to solve the above-mentioned problems.
- an embodiment of the present application provides a method for processing push content, which is applied to an electronic device, and the method includes: the electronic device receives push content to be displayed to a target user; when the push content satisfies the specified sensitivity When the conditions are met, the user portrait of the target user is obtained; the sensitive push content corresponding to the user portrait is determined from the push content according to the user portrait of the target user; the sensitive push content is blocked.
- an embodiment of the present application provides a device for processing push content, which is applied to an electronic device, and the device includes: a push content receiving module for the electronic device to receive push content to be displayed to a target user; the user The portrait acquisition module is used to obtain the user portrait of the target user when the pushed content meets specified sensitive conditions; the sensitive push content determination module is used to determine from the pushed content according to the user portrait of the target user Sensitive push content corresponding to the user portrait; a sensitive push content shielding module for shielding the sensitive push content.
- an embodiment of the present application provides an electronic device including a memory and a processor, the memory is coupled to the processor, the memory stores instructions, and the instructions are executed when the instructions are executed by the processor.
- the processor executes the above method.
- an embodiment of the present application provides a computer-readable storage medium, and the computer-readable storage medium stores program code, and the program code can be invoked by a processor to execute the foregoing method.
- the method, device, electronic device, and storage medium for processing push content provided by the embodiments of the present application.
- the electronic device receives push content to be displayed to the target user, and when the pushed content meets the specified sensitive conditions, obtains the user portrait of the target user, according to the target
- the user portrait of the user, the sensitive push content corresponding to the user portrait is determined from the push content, and the sensitive push content is blocked, so that when the received push content meets the specified sensitive conditions, the user portrait of the target user is obtained and determined according to the user portrait
- Sensitive push content is blocked to avoid showing inappropriate content to users, which affects the user experience and affects the push conversion rate.
- FIG. 1 shows a schematic diagram of an application environment that can be used in a method for processing push content provided by an embodiment of the present application
- FIG. 2 shows a schematic flowchart of a method for processing push content provided by an embodiment of the present application
- FIG. 3 shows a schematic flowchart of a method for processing push content provided by another embodiment of the present application
- FIG. 4 shows a schematic flowchart of an embodiment of step S202 of the method for processing push content shown in FIG. 3 of the present application;
- FIG. 5 shows a schematic flowchart of another embodiment of step S202 of the method for processing push content shown in FIG. 3 of the present application;
- FIG. 6 shows a schematic flowchart of still another embodiment of step S202 of the method for processing pushed content shown in FIG. 3 of the present application;
- FIG. 7 shows a schematic flowchart of step S206 of the method for processing pushed content shown in FIG. 3 of the present application;
- FIG. 8 shows a schematic flowchart of step S207 of the method for processing pushed content shown in FIG. 3 of the present application;
- FIG. 9 shows a schematic flowchart of step S210 of the method for processing push content shown in FIG. 3 of the present application.
- FIG. 10 shows a block diagram of a module for a processing device for pushing content provided by an embodiment of the present application
- FIG. 11 shows a block diagram of an electronic device used to execute the method for processing pushed content according to an embodiment of the present application
- Fig. 12 shows a storage unit for storing or carrying program code for implementing the method for processing push content according to the embodiment of the present application according to an embodiment of the present application.
- Operators generally push content to electronic devices to achieve operational goals.
- the operator will obtain the user portrait before the push.
- the user portrait also known as the user role, is an effective tool for delineating the target user, contacting the user's appeal and design direction, and the user portrait has been widely used in various fields.
- User portraits usually contain multiple dimensions of portrait features to characterize the appearance of users. For promotional activities, each activity needs to correspond to some user portrait features. All user portrait features targeted by the activity can form an activity portrait.
- the target user trapping Since the current target user trapping is done through manual operation, after the target user is determined, it will be pushed in batches and displayed on all target electronic devices. Therefore, the target user selection is overly dependent on the behavior of the server. There is a lack of a secondary judgment process before the display, and there is the possibility of incomplete screening of user characteristics, unreasonable target customer circle, and inappropriate content displayed to users, which will affect the user experience and reduce the push conversion rate. For example, the operator wants to push the game to users who are interested in the game, so all users who are interested in the game are circled for push, but the game is not considered suitable for young users, so the game is pushed Giving it to young users who are not suitable for playing may lead to complaints from parents and even affect the company's reputation.
- the inventor has discovered through long-term research and proposed the method, device, electronic equipment, and storage medium for processing push content provided by the embodiments of this application.
- the target is obtained.
- User portraits of users and based on the user portraits to determine sensitive push content to block, so as to avoid showing inappropriate content to users, which affects the user experience and affects the push conversion rate.
- the specific method for processing the pushed content is described in detail in the subsequent embodiments.
- FIG. 1 shows a schematic diagram of an application environment that can be used in the method for processing push content provided by an embodiment of the present application. It includes an electronic device 100 and an operator server 200, and the electronic device 100 and the operator server 200 are in communication connection to implement data interaction.
- the operator server 200 can send push content to the electronic device 100.
- the electronic device 100 and the operator server 200 can be connected via a data network or a wireless network.
- the electronic device 100 and the operator server 200 When the electronic device 100 and the operator server 200 are connected via a data network, the electronic device 100 and the operator server 200 can be connected via a 2G network, a 3G network, 4G network, 5G network, etc., when the electronic device 100 and the operator server 200 are connected through a wireless network, the electronic device 100 and the operator server 200 can be connected through a wireless fidelity WiFi network, which is not limited here.
- the electronic device 100 may be a smart phone, a tablet computer, a wearable electronic device, etc.
- the operator server 200 may be a traditional server, a cloud server, etc., which is not limited herein.
- FIG. 2 shows a schematic flowchart of a method for processing push content provided by an embodiment of the present application.
- the method for processing push content is used to obtain a user profile of the target user when the received push content meets specified sensitive conditions, and determine the sensitive push content to block based on the user profile, so as to avoid showing inappropriate content to the user Thereby affecting the user experience and the issues affecting the push conversion rate.
- the method for processing pushed content is applied to the processing device 300 for pushing content as shown in FIG. 10 and the electronic device 100 configured with the processing device 300 for pushing content (FIG. 11 ).
- FIG. 10 shows a specific embodiment, the method for processing pushed content as shown in FIG. 10 and the electronic device 100 configured with the processing device 300 for pushing content (FIG. 11 ).
- FIG. 11 shows a schematic flowchart of a method for processing push content provided by an embodiment of the present application.
- the electronic device applied in this embodiment may be a smart phone, a tablet computer, a wearable electronic device, etc., which is not limited here.
- the process shown in FIG. 2 will be described in detail below, and the method for processing the pushed content may specifically include the following steps:
- Step S101 The electronic device receives the push content to be displayed to the target user.
- the target user may be a user corresponding to the electronic device, that is, the target user is a legitimate user (owner) corresponding to the electronic device.
- the electronic device may be logged in with a user identity document (ID), then the user corresponding to the user ID logged in by the electronic device may be determined as the target user.
- the electronic device may record a biometric unlocking password.
- the electronic device may record a fingerprint unlocking password, a face unlocking password, an iris unlocking password, etc., then the user corresponding to the biometric unlocking password recorded by the electronic device can be determined For the target user.
- the electronic device may receive the push content sent by the operator server, and use the received push content as the push content to be displayed to the target user.
- the push content may include advertisements, games, articles, audios, videos, links, etc., which are not limited here.
- Step S102 When the pushed content meets a specified sensitive condition, obtain a user portrait of the target user.
- the electronic settings may preset and store designated sensitive conditions, and the designated sensitive conditions are used as a basis for judging pushing content.
- the designated sensitive condition can be a comprehensive and multi-dimensional sensitive condition constructed based on regional laws and regulations, national laws and regulations, operating rules, user rules, etc., and the constructed sensitive condition is stored in an electronic device as the designated sensitive condition.
- the specified sensitive conditions can be created based on illegal images, illegal text, illegal audio, illegal videos, etc. set by regional laws and regulations, national laws and regulations, and can be created based on illegal links and illegal applications set by operating rules. , It can also be created based on the offending pictures, offending text, offending audio, offending video, offending applications, etc. set by the user rules, which are not limited here.
- the electronic device can determine whether the pushed content meets the specified sensitive condition. Among them, when the judgment result indicates that the pushed content meets the specified sensitive condition, the user portrait of the target user can be obtained; when the judgment result indicates that the pushed content does not meet the specified sensitive condition, the pushed content can be displayed to the target user.
- the designated sensitive condition may be the first designated sensitive information list, and the first designated sensitive information list records multiple sensitive contents. Therefore, after obtaining the pushed content, the electronic device can compare the pushed content with the first designated sensitive information list. Compare the multiple sensitive content recorded in the designated sensitive information list. When the pushed content includes content that matches any one of the multiple sensitive content, it is determined that the pushed content meets the specified sensitive conditions. When the pushed content does not include multiple sensitive content When the sensitive content matches the content, it is determined that the pushed content does not meet the specified sensitive conditions.
- the multiple sensitive content recorded in the first designated sensitive information list includes "XX game”
- the pushed content can be determined Meet the specified sensitive conditions.
- the pushed content does not include “XX game”
- the designated sensitive condition may be a second designated sensitive information list, and multiple sensitive types are recorded in the second designated sensitive information list. Therefore, after acquiring the pushed content, the electronic device can acquire the type of the pushed content. Then compare the type of the pushed content with the multiple sensitive types recorded in the second designated sensitive information list. When the type of the pushed content includes content that matches any one of the multiple sensitive types, it is determined that the pushed content satisfies the specified Sensitive conditions. When the type of the pushed content does not include types that match multiple sensitive types, it is determined that the pushed content does not meet the specified sensitive conditions.
- the multiple sensitive types recorded in the second designated sensitive information list include "game type”
- the type of the pushed content includes “game type”
- the type of the pushed content does not include the "game type”
- the user portrait of the target user when the pushed content meets the specified sensitive condition, can be obtained.
- the electronic device can obtain the user portrait of the target user in advance and store it locally, and read the user portrait of the target user locally when the pushed content meets the specified sensitive condition, or obtain it from the server when the pushed content meets the specified sensitive condition
- the user portrait of the target user is not limited here.
- Step S103 Determine the sensitive push content corresponding to the user portrait from the push content according to the user portrait of the target user.
- the electronic device can determine the sensitive push content corresponding to the user portrait from the push content according to the user portrait of the target user.
- a mapping relationship between user portraits and sensitive content may be established in advance, and the mapping relationship may include multiple user portraits and multiple sensitive content, where multiple user portraits and multiple sensitive content can correspond one-to-one, and multiple User portrait can correspond to one sensitive content, one user portrait can correspond to multiple sensitive content, 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.
- Step S104 shield the sensitive push content.
- the sensitive push content corresponding to the user portrait is determined from the push content, it is characterized that the sensitive push content may have a bad influence on the target user. Therefore, the sensitive push content can be blocked, that is, it is not necessary. Show the sensitive push content to the target user to avoid showing inappropriate content to the user, thereby affecting the user experience and affecting the push conversion rate.
- the electronic device receives the pushed content to be displayed to the target user, and when the pushed content meets the specified sensitive conditions, obtains the user portrait of the target user, and then pushes the target user’s portrait according to the target user’s user portrait.
- the sensitive push content corresponding to the user portrait is determined in the content, and the sensitive push content is blocked, so that when the received push content meets the specified sensitive conditions, the user portrait of the target user is obtained, and the sensitive push content is determined to be blocked according to the user portrait. Avoid displaying inappropriate content to users, thereby affecting the user experience and affecting the push conversion rate.
- FIG. 3 shows a schematic flowchart of a method for processing push content provided by another embodiment of the present application. This method is applied to the above-mentioned electronic equipment. The following will describe the process shown in FIG. 3 in detail.
- the method for processing the pushed content may specifically include the following steps:
- Step S201 The electronic device receives the push content to be displayed to the target user.
- step S201 For the specific description of step S201, please refer to step S101, which will not be repeated here.
- Step S202 Identify the pushed content.
- the pushed content needs to be accurately identified before it can be judged whether the pushed content meets the specified sensitive conditions. Therefore, in this embodiment, the pushed content can be identified to determine whether the pushed content meets the specified sensitive condition through the identification.
- the text information in the push content and the picture information in the push content can be identified to determine whether the text information in the push content meets the specified sensitive condition and the picture information meets the specified sensitive condition, respectively.
- the text information meets the specified sensitive condition or the image information meets the specified sensitive condition
- the text information does not meet the specified sensitive condition and the image information does not meet the specified sensitive condition
- it can be determined that the pushed content does not meet the specified sensitive condition. Meet the specified sensitive conditions.
- FIG. 4 shows a schematic flowchart of an embodiment of step S202 of the method for processing push content shown in FIG. 3 of the present application.
- the process shown in FIG. 4 will be described in detail below, and the method may specifically include the following steps:
- Step S2021A Acquire text information in the push content.
- the electronic device may perform text recognition on the push content to extract text information in the push content.
- the text information may include, but is not limited to, text, numbers, characters, and so on.
- Step S2022A Perform a sensitive content search on the text information to obtain a sensitive content search result.
- the designated sensitive condition preset and stored by the electronic device may be a first designated sensitive information list, and a plurality of sensitive contents are recorded in the first designated sensitive information list. Therefore, after obtaining the text information in the push content, the text information can be retrieved based on multiple sensitive content to obtain the sensitive content retrieval result.
- multiple sensitive content can be retrieved in the text information in sequence, and when any one of the multiple sensitive content is retrieved in the text information, the first sensitive content retrieval result is obtained, wherein the first sensitive content retrieval result
- the characterization text information includes sensitive content, that is, the characterization push content includes sensitive content, and the push content meets the specified sensitive conditions; when multiple sensitive content is not retrieved in the text information, the second sensitive content retrieval result is obtained, where the second The sensitive content search result indicates that the text information does not include sensitive content, that is, it indicates that the pushed content does not include sensitive content, and that the pushed content does not meet the specified sensitive conditions.
- the multiple sensitive content recorded in the first designated sensitive information list includes "XX game”
- you can search for "XX game” in the text information and obtain the "XX game search result"
- the text information is retrieved
- the first sensitive content retrieval result is obtained, and when the "XX game” is not retrieved in the pushed content, the second sensitive content retrieval result is obtained.
- Step S2023A Determine whether the sensitive content is included in the text information based on the search result of the sensitive content.
- FIG. 5 shows a schematic flowchart of another embodiment of step S202 of the method for processing push content shown in FIG. 3 of the present application.
- the process shown in FIG. 5 will be described in detail below, and the method may specifically include the following steps:
- Step S2021B Acquire text information in the push content.
- the electronic device may perform text recognition on the push content to extract text information in the push content.
- the text information may include, but is not limited to, text, numbers, characters, and so on.
- Step S2022B Perform multi-label classification processing on the text information to obtain a multi-label classification processing result.
- the designated sensitive condition preset and stored by the electronic device may be a second designated sensitive information list, and multiple sensitive types are recorded in the second designated sensitive information list. Therefore, after obtaining the text information in the push content, the text information can be subjected to multi-label classification processing to obtain the multi-label classification processing result. Specifically, after obtaining the text information in the pushed content, the text information may be classified and labeled with multiple labels through Natural Language Processing (NLP) technology, and the multi-label classification and labeling result can be obtained as the multi-label classification processing result. Among them, in this embodiment, there are one classification of the text information represented by the obtained multi-label classification processing result.
- NLP Natural Language Processing
- the determined classification of text information when the determined classification of text information is one, the determined classification can be compared with multiple sensitive types to determine whether the classification is consistent with the sensitive type.
- the text information can be determined
- the classification is sensitive content classification, that is, the probability that the classification of the text information is classified as sensitive content is greater than the specified probability, and the probability that the classification of the pushed content is classified as sensitive content is greater than the specified probability, that is, the pushed content meets the specified sensitive condition;
- the types are inconsistent, it can be determined that the classification of the text information is not a sensitive content classification, that is, the probability of the classification of the classification information as a sensitive content classification is not greater than the specified probability, and the probability of the classification of the pushed content as a sensitive content classification is not greater than the specified probability, that is, the pushed content Does not meet the specified sensitive conditions.
- the determined multiple classifications can be compared with multiple sensitive types respectively to determine whether the multiple classifications are consistent with the sensitive types, and the multiple classifications can be obtained from the multiple classifications.
- the number of categories with the same sensitive type where, when the number of categories consistent with the sensitive type in multiple categories is greater than the specified number, it can be determined that the probability of the text information being classified as a sensitive content category is greater than the specified probability, and the classification of the pushed content is sensitive.
- the probability of content classification is greater than the specified probability, that is, the pushed content meets the specified sensitive conditions; when the number of categories consistent with the sensitive type in multiple categories is not greater than the specified number, can it be determined that the probability of the text information classified as sensitive content category is not greater than With the specified probability, the probability that the pushed content is classified as sensitive content is not greater than the specified probability, that is, the pushed content does not meet the specified sensitive condition.
- Step S2023B Based on the multi-label classification processing result, it is determined whether the probability of the text information being classified as a sensitive content classification is greater than a specified probability.
- FIG. 6 shows a schematic flowchart of another embodiment of step S202 of the method for processing push content shown in FIG. 3 of the present application.
- the process shown in FIG. 6 will be described in detail below, and the method may specifically include the following steps:
- Step S2021C Obtain picture information in the pushed content.
- the electronic device may perform picture recognition on the push content to extract picture information in the push content.
- the picture information includes but is not limited to pictures and emoticons.
- Step S2022C Perform image recognition on the picture information to obtain an image recognition result.
- the picture information after obtaining the picture information in the push content, the picture information can be directly identified to determine whether the picture information is a sensitive picture and obtain the image recognition result, or after the picture information is converted into text information, the judgment Whether sensitive content is included in the text information, obtain the image recognition result.
- the recognition of the picture information can be completed through the trained deep learning network to determine whether the picture information is a sensitive picture.
- the image-to-text Optical Character Recognition (OCR) module can be called through the background to convert the image information into text information, and then the text information can be judged Whether sensitive content is included in.
- OCR image-to-text Optical Character Recognition
- the sensitive image when the sensitive image is directly identified from the image information or the sensitive content is identified from the text information converted from the image information, it can be determined that the image information includes sensitive content, which means that the pushed content includes sensitive content, that is, the pushed content satisfies Specify the sensitive conditions.
- the sensitive image is not recognized directly from the image information and the sensitive content is not recognized in the text information converted from the image information, it can be determined that the image information does not include sensitive content, which means that the posted content does not include sensitive content.
- Content that is, the pushed content does not meet the specified sensitive conditions.
- Step S2023C Based on the image recognition result, determine whether the picture information includes sensitive content.
- Step S203 When it is recognized that the pushed content includes sensitive content, it is determined that the pushed content meets a specified sensitive condition.
- Step S204 When it is recognized that the probability that the pushed content is classified as sensitive content is greater than the specified probability, it is determined that the pushed content meets the specified sensitive condition.
- Step S205 When the pushed content meets the specified sensitive condition, obtain the user portrait of the target user.
- step S205 For the specific description of step S205, please refer to step S102, which will not be repeated here.
- Step S206 Determine the restricted content for restricting the target user according to the user portrait of the target user.
- the electronic device can determine the restriction content for restricting the target user according to the user portrait of the target user.
- a mapping relationship between user portraits and restricted content may be established in advance. As shown in Table 1, the mapping relationship may include multiple user portraits and multiple restricted contents, where multiple user portraits and multiple restricted contents may be One-to-one correspondence, multiple user portraits can correspond to one restricted content, one user portrait can correspond to multiple restricted content, 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. Obtain the restricted content corresponding to the user portrait matching the user portrait of the target user based on the mapping relationship.
- the restricted content can be determined as restricting the target user Restrict content.
- the user portrait includes user attributes.
- the restriction content for restricting the target user can be determined according to the user attributes of the target user.
- user attributes may include user age, user location, user experience, user gender, and so on.
- the restriction content for restricting the target user may be determined according to the user age of the target user.
- the restriction content for restricting the target user may be determined according to the location of the user of the target user.
- the restriction content for restricting the target user may be determined according to the user experience of the target user.
- the restriction content for restricting the target user may be determined according to the user gender of the target user.
- the user attribute including the user's location is located in different places and the corresponding restrictions that need to be restricted are different. For example, if the user's location is a relatively remote mountainous area, the restricted content that restricts the target user may include takeaway push.
- the restricted content that restricts the target user may include takeaway push.
- different user experiences correspond to different restricted content that needs to be restricted. For example, if user experience does not include stock trading experience, the restricted content restricting target users may include stock trading pushes.
- different user attributes including user age correspond to different restricted content that needs to be restricted. For example, if the user is too young (underage), the restricted content for restricting target users may include game push.
- the electronic device may determine the restriction type for restricting the target user according to the user portrait of the target user.
- a mapping relationship between user portraits and restriction types may be established in advance. As shown in Table 2, the mapping relationship may include multiple user portraits and multiple restriction types, where multiple user portraits and multiple restriction types can be One-to-one correspondence, multiple user portraits can correspond to one restriction type, one user portrait can correspond to multiple restriction types, 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 restriction type can be determined as restricting the target user Restriction type.
- FIG. 7 shows a schematic flowchart of step S206 of the method for processing push content shown in FIG. 3 of the present application.
- the process shown in FIG. 7 will be described in detail below.
- the sensitive push content includes a first sensitive push content and a second sensitive push content.
- the method may specifically include the following steps:
- Step S2061 When the user age of the target user is less than the first age, obtain first restricted content corresponding to the first age, and the first restricted content is used to represent restricted content for minors.
- the user portrait of the target user includes user attributes, and the user attributes include user age.
- the user age of the target user can be obtained, where the user age of the target user can be obtained from information entered by the target user, for example, obtained from the ID information entered by the target user, and the face entered by the target user. Obtaining from the information, etc., are not limited here.
- the user age can be compared with a preset first age to determine whether the user age of the target user is less than the first age, where, when the user age of the target user is less than In the first age, the target user can be considered as a minor, and when the target user is not younger than the first age, the target user can be considered as an adult. Therefore, when the user age of the target user is less than the first age, it is determined that the target user is a minor, and the restricted content restricting minors can be obtained as the first restricted content, where the first restricted content is used to characterize the Restricted content for minors.
- the first restricted content may include at least one of game content and novel content, so as to reduce the probability of minors playing games or reading novels.
- Step S2062 Determine the first sensitive push content corresponding to the first restricted content from the push content.
- the pushed content corresponding to the first restricted content may be determined from the pushed content as the first sensitive push content. For example, when it is determined that the first restricted content that restricts the target user is "XX game", the push content corresponding to "XX game” may be determined from the push content as the first sensitive push content.
- Step S2063 When the user age of the target user is greater than the second age, obtain second restricted content corresponding to the second age, and the second restricted content is used to represent restricted content for the elderly.
- the user portrait of the target user includes user attributes, and the user attributes include user age.
- the user age of the target user can be obtained, where the user age of the target user can be obtained from information entered by the target user, for example, obtained from the ID information entered by the target user, and the face entered by the target user. Obtaining from the information, etc., are not limited here.
- the user age can be compared with a preset second age to determine whether the user age of the target user is greater than the second age, where, when the user age of the target user is greater than At the second age, the target user can be considered to be an elderly person, and when the user age of the target user is not greater than the second age, the target user can be considered to be not an elderly person. Therefore, when the user age of the target user is greater than the second age, it is determined that the target user is an elderly person, and the restricted content restricting the elderly can be obtained as the second restricted content, where the second restricted content is used to characterize the elderly Restricted content.
- the second restricted content may include at least one of shopping content and stock trading content, so as to reduce the probability of elderly people being deceived.
- Step S2064 Determine the second sensitive push content corresponding to the second restricted content from the push content.
- the push content corresponding to the second restricted content may be determined from the pushed content as the second sensitive push content. For example, when it is determined that the second restricted content that restricts the target user is "XX stock", the pushed content corresponding to "XX stock” can be determined from the pushed content as the second sensitive push content.
- Step S2065 When the user age of the target user is not less than the first age and not greater than the second age, display the push content.
- the push content can be directly displayed to the target user.
- Step S207 Determine the sensitive push content corresponding to the restricted content from the push content.
- the sensitive push content corresponding to the restricted content may be determined from the pushed content. For example, when it is determined that the restricted content that restricts the target user is "XX game", the push content corresponding to "XX game” can be determined from the push content as the sensitive push content.
- the sensitive push content belonging to the restriction type can be determined from the push content. For example, when it is determined that the restriction type that restricts the target user is the "game type”, the push content belonging to the "game type” can be determined from the push content as the sensitive push content.
- FIG. 8 shows a schematic flowchart of step S207 of the method for processing push content shown in FIG. 3 of the present application.
- the process shown in FIG. 8 will be described in detail below, and the method may specifically include the following steps:
- Step S2071 Search for content corresponding to the restricted content from the pushed content.
- Step S2072 Determine the found content corresponding to the restricted content as the sensitive push content.
- the pushed content may be retrieved based on the restricted content to find content corresponding to the restricted content from the pushed content, wherein, when the restricted content is found.
- the content corresponding to the restricted content found can be determined as sensitive push content.
- Step S208 When the push content is the sensitive push content, shield the push content.
- the push content when the determined sensitive push content is the push content itself, the push content can be directly blocked. For example, if the pushed content is an A application and the determined sensitive push content is an A application, then the electronic device can directly block the A application, that is, directly block the pushed content.
- Step S209 When the push content includes the sensitive push content and the push content to be displayed, shield the sensitive push content and display the push content to be displayed.
- the sensitive push content when the determined sensitive push content occupies a portion of the push content, that is, when the push content includes the sensitive push content and the push content to be displayed, the sensitive push content may be shielded and the push content to be displayed is displayed. For example, if the pushed content includes an A application and a B application, and the determined sensitive push content is an A application, then the electronic device can directly block the A application and display the B application.
- Step S210 When the push content does not include the sensitive push content, display the push content.
- the push content when it is determined that the push content does not include sensitive push content, it indicates that the push content is suitable for being read by the target user, and therefore, the push content can be displayed to the target user.
- FIG. 9 shows a schematic flowchart of step S210 of the method for processing push content shown in FIG. 3 of the present application.
- the process shown in FIG. 9 will be described in detail below, and the method may specifically include the following steps:
- Step S2101 Determine a content display mode corresponding to the user portrait based on 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 user portrait of the target user can also be used to characterize the target user's display preference for the content displayed by the electronic device.
- the user portrait can be used to characterize the target user's preference for the display position of the content displayed by the electronic device.
- the preference of the display size of the displayed content, the preference of the display color of the displayed content, the preference of the display duration of the displayed content, etc., are not limited here.
- the electronic device 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.
- the mapping relationship may include multiple user portraits and multiple content display modes, where multiple user portraits and multiple content display modes are included.
- the display mode can be one-to-one correspondence, multiple user portraits can correspond to one content display mode, one user portrait can correspond to multiple content display modes, and so on.
- 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.
- User portrait Content display method User Portrait 1 Content display method 1 User Portrait 2 Content display mode 2 User Portrait 3 Content display mode 3
- Step S2102 Display the pushed content to the target user based on the content display mode.
- the push content to be displayed to the target user may be displayed to the target user based on the determined content display mode, 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.
- the method for processing pushed content provided by another embodiment of the present application still has a higher probability that the pushed content includes sensitive content or that the pushed content is classified as a sensitive content category.
- the probability is specified, it is determined that the pushed content meets the specified sensitive conditions to improve the accuracy of the judgment of the pushed content.
- this embodiment also determines the restricted content that restricts the target user based on the user portrait of the target user, and then determines the sensitive push content based on the restricted content, so as to improve the accuracy of the obtained sensitive push content.
- FIG. 10 shows a block diagram of a device 300 for processing push content provided by an embodiment of the present application.
- the device 300 for processing push content is applied to the above-mentioned electronic equipment. The following will describe the block diagram shown in FIG. 10.
- the device 300 for processing push content includes: a push content receiving module 310, a user portrait acquisition module 320, and sensitive push content
- the determining module 330 and the sensitive push content shielding module 340 wherein:
- the push content receiving module 310 is used for the electronic device to receive push content to be displayed to the target user.
- the user portrait obtaining module 320 is configured to obtain a user portrait of the target user when the pushed content meets a specified sensitive condition.
- the sensitive push content determination module 330 is configured to determine the sensitive push content corresponding to the user portrait from the push content according to the user portrait of the target user.
- the sensitive push content determination module 330 includes: a restricted content determination sub-module and a sensitive push content determination sub-module, wherein:
- the restricted content determining sub-module is used to determine the restricted content for restricting the target user according to the user portrait of the target user.
- restriction content determining sub-module includes: a restriction type determining unit, wherein:
- the restriction type determining unit is configured to determine the restriction type for restricting the target user according to the user portrait of the target user.
- the user portrait includes user attributes
- the restricted content determining sub-module includes: a restricted content determining unit, wherein:
- the restricted content determining unit is configured to determine the restricted content for restricting the target user according to the user attribute of the target user.
- the user attribute includes the age of the user
- the restricted content determining unit includes: a restricted content determining subunit, wherein:
- the restricted content determining subunit is used to determine the restricted content for restricting the target user according to the user age of the target user.
- the sensitive push content includes first sensitive push content
- the sensitive push content determination module 330 includes: a first restricted content acquisition submodule and a first sensitive push content determination submodule, wherein:
- the first restricted content acquisition sub-module is used to acquire the first restricted content corresponding to the first age when the user age of the target user is less than the first age, and the first restricted content is used to characterize the target user People’s restricted content.
- the first sensitive push content determination submodule is configured to determine the first sensitive push content corresponding to the first restricted content from the push content.
- the sensitive push content includes second sensitive push content
- the sensitive push content determination module 330 includes: a second restricted content acquisition submodule and a second sensitive push content determination submodule, wherein:
- the second restricted content acquisition sub-module is used to acquire the second restricted content corresponding to the second age when the user age of the target user is greater than the second age, and the second restricted content is used to characterize the target user’s age Restricted content.
- the second sensitive push content determination submodule is configured to determine the second sensitive push content corresponding to the second restricted content from the push content.
- the sensitive push content determination module 330 includes: a push content display sub-module, wherein:
- the push content display submodule is configured to display the push content when the user age of the target user is not less than the first age and not greater than the second age.
- the sensitive push content determination sub-module is configured to determine the sensitive push content corresponding to the restricted content from the push content.
- the sensitive push content determination sub-module includes: a first sensitive push content determination unit, wherein:
- the first sensitive push content determining unit is configured to determine the sensitive push content belonging to the restricted type from the push content.
- the sensitive push content determination sub-module includes: a restricted content search unit and a second sensitive push content determination unit, wherein:
- the restricted content searching unit is configured to search for content corresponding to the restricted content from the pushed content.
- the second sensitive push content determining unit is configured to determine the found content corresponding to the restricted content as the sensitive push content.
- the sensitive push content shielding module 340 is configured to shield the sensitive push content.
- the sensitive push content shielding module 340 includes: a push content shielding submodule, a push content display submodule to be displayed, and a push content display submodule, wherein:
- the push content shielding submodule is used to shield the push content when the push content is the sensitive push content.
- the to-be-displayed push content display sub-module is configured to shield the sensitive push content and display the to-be-displayed push content when the push content includes the sensitive push content and the push content to be displayed.
- the push content display submodule is configured to display the push content when the push content does not include the sensitive push content.
- the push content display submodule includes: a content display mode determination unit and a push content display unit, wherein:
- the content display mode determining unit is configured to determine a content display mode corresponding to the user portrait based on 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.
- the pushed content display unit is configured to display the pushed content to the target user based on the content display mode.
- the device 300 for processing pushed content further includes: a pushed content identification module, a first designated sensitive condition determination module, and a second designated sensitive condition determination module, wherein:
- the push content identification module is used to identify the push content.
- the push content recognition module includes: a text information acquisition submodule, a sensitive content retrieval submodule, and a first sensitive content determination submodule, wherein:
- the text information acquisition sub-module is used to acquire the text information in the push content.
- the sensitive content retrieval sub-module is used to perform sensitive content retrieval on the text information to obtain sensitive content retrieval results.
- the first sensitive content determination sub-module is configured to determine whether the sensitive content is included in the text information based on the sensitive content retrieval result.
- the push content recognition module includes: a text information acquisition submodule, a text information classification submodule, and a second sensitive content determination submodule, wherein:
- the text information acquisition sub-module is used to acquire the text information in the push content.
- the text information classification sub-module is used to perform multi-label classification processing on the text information to obtain a multi-label classification processing result.
- the second sensitive content determination sub-module is configured to determine whether the probability of the text information being classified as a sensitive content classification is greater than a specified probability based on the multi-label classification processing result.
- the push content identification module includes: a picture information acquisition submodule, a recognition result acquisition submodule, and a third sensitive content determination submodule, wherein:
- the picture information acquisition sub-module is used to acquire the picture information in the push content.
- the recognition result obtaining sub-module is used to perform image recognition on the picture information to obtain an image recognition result.
- the third sensitive content determining submodule is configured to determine whether the image information includes sensitive content based on the image recognition result.
- the first designated sensitive condition determining module is configured to determine that the pushed content meets the designated sensitive condition when it is recognized that the pushed content includes sensitive content.
- the second designated sensitive condition determination module is configured to determine that the pushed content meets the designated sensitive condition when the probability of identifying that the pushed content is classified as a sensitive content category is greater than the designated probability.
- the coupling between the modules may be electrical, mechanical or other forms of coupling.
- each functional module in each embodiment of the present application may be integrated into one processing module, or each module may exist alone physically, or two or more modules may be integrated into one module.
- the above-mentioned integrated modules can be implemented in the form of hardware or software function modules.
- FIG. 11 shows a structural block diagram of an electronic device 100 provided by an embodiment of the present application.
- the electronic device 100 may be an electronic device capable of running application programs, such as a smart phone, a tablet computer, or an e-book.
- the electronic device 100 in this application may include one or more of the following components: a processor 110, a memory 120, and one or more application programs.
- One or more application programs may be stored in the memory 120 and configured to be Or multiple processors 110 execute, and one or more programs are configured to execute the method described in the foregoing method embodiment.
- the processor 110 may include one or more processing cores.
- the processor 110 uses various interfaces and lines to connect various parts of the entire electronic device 100, and executes by running or executing instructions, programs, code sets, or instruction sets stored in the memory 120, and calling data stored in the memory 120.
- Various functions and processing data of the electronic device 100 may adopt at least one of Digital Signal Processing (DSP), Field-Programmable Gate Array (FPGA), and Programmable Logic Array (PLA).
- DSP Digital Signal Processing
- FPGA Field-Programmable Gate Array
- PDA Programmable Logic Array
- the processor 110 may integrate one or a combination of a central processing unit (CPU), a graphics processing unit (GPU), a modem, and the like.
- the CPU mainly processes the operating system, user interface, and application programs; the GPU is used to render and draw the content to be displayed; the modem is used to process wireless communication. It can be understood that the above-mentioned modem may not be integrated into the processor 110, but may be implemented by a communication chip alone.
- the memory 120 may include random access memory (RAM) or read-only memory (Read-Only Memory).
- the memory 120 may be used to store instructions, programs, codes, code sets or instruction sets.
- the memory 120 may include a program storage area and a data storage area, where the program storage area may store instructions for implementing the operating system and instructions for implementing at least one function (such as touch function, sound playback function, image playback function, etc.) , Instructions used to implement the following various method embodiments, etc.
- the data storage area can also store data (such as phone book, audio and video data, chat record data) created by the terminal 100 during use.
- FIG. 12 shows a structural block diagram of a computer-readable storage medium provided by an embodiment of the present application.
- the computer-readable medium 400 stores program code, and the program code can be invoked by a processor to execute the method described in the foregoing method embodiment.
- the computer-readable storage medium 400 may be an electronic memory such as flash memory, EEPROM (Electrically Erasable Programmable Read Only Memory), EPROM, hard disk, or ROM.
- the computer-readable storage medium 400 includes a non-transitory computer-readable storage medium.
- the computer-readable storage medium 400 has a storage space for executing the program code 410 of any method step in the above-mentioned method. These program codes can be read from or written into one or more computer program products.
- the program code 410 may be compressed in a suitable form, for example.
- the methods, devices, electronic equipment, and storage media for processing push content receive push content to be displayed to the target user, and when the push content meets the specified sensitive conditions, obtain the target user’s User portrait, according to the user portrait of the target user, the sensitive push content corresponding to the user portrait is determined from the push content, and the sensitive push content is shielded, so that the user portrait of the target user can be obtained when the received push content meets the specified sensitive conditions. And according to the user portrait, the sensitive push content is determined to be blocked, so as to avoid showing inappropriate content to the user, which will affect the user experience and affect the push conversion rate.
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Abstract
Description
用户画像 | 限制内容 |
用户画像1 | 限制内容1 |
用户画像2 | 限制内容2 |
用户画像3 | 限制内容3 |
用户画像 | 限制类型 |
用户画像1 | 限制类型1 |
用户画像2 | 限制类型2 |
用户画像3 | 限制类型3 |
用户画像 | 内容展示方式 |
用户画像1 | 内容展示方式1 |
用户画像2 | 内容展示方式2 |
用户画像3 | 内容展示方式3 |
Claims (20)
- 一种推送内容的处理方法,其特征在于,应用于电子设备,所述方法包括:所述电子设备接收待展示给目标用户的推送内容;当所述推送内容满足指定敏感条件时,获取所述目标用户的用户画像;根据所述目标用户的用户画像,从所述推送内容中确定与所述用户画像对应的敏感推送内容;屏蔽所述敏感推送内容。
- 根据权利要求1所述的方法,其特征在于,根据所述目标用户的用户画像,从所述推送内容中确定与所述用户画像对应的敏感推送内容,包括:根据所述目标用户的用户画像,确定对所述目标用户进行限制的限制内容;从所述推送内容中确定与所述限制内容对应的敏感推送内容。
- 根据权利要求2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,确定对所述目标用户进行限制的限制内容,包括:根据所述目标用户的用户画像,确定对所述目标用户进行限制的限制类型;所述从所述推送内容中确定与所述限制内容对应的敏感推送内容,包括:从所述推送内容中确定属于所述限制类型的敏感推送内容。
- 根据权利要求2或3所述的方法,其特征在于,所述从所述推送内容中确定与所述限制内容对应的敏感推送内容,包括:从所述推送内容中查找与所述限制内容对应的内容;将查找到的与所述限制内容对应的内容确定为所述敏感推送内容。
- 根据权利要求2-4任一项所述的方法,其特征在于,所述用户画像包括用户属性,所述根据所述目标用户的用户画像,确定对所述目标用户进行限制的限制内容,包括:根据所述目标用户的用户属性,确定对所述目标用户进行限制的限制内容。
- 根据权利要求5所述的方法,其特征在于,所述用户属性包括用户年龄,所述根据所述目标用户的属性信息,确定对所述目标用户进行限制的限制内容,包括:根据所述目标用户的用户年龄,确定对所述目标用户进行限制的限制内容。
- 根据权利要求6所述的方法,其特征在于,所述敏感推送内容包括第一敏感推送内容,所述根据所述目标用户的用户画像,从所述推送内容中确定与所述用户画像对应的敏感推送内容,包括:当所述目标用户的用户年龄小于第一年龄时,获取与所述第一年龄对应的第一限制内容,所述第一限制内容用于表征针对未成年人的限制内容;从所述推送内容中确定与所述第一限制内容对应的第一敏感推送内容。
- 根据权利要求7所述的方法,其特征在于,所述敏感推送内容包括第二敏感推送内容,所述根据所述目标用户的用户画像,从所述推送内容中确定与所述用户画像对应的敏感推送内容,包括:当所述目标用户的用户年龄大于第二年龄时,获取与所述第二年龄对应的第二限制内容,所述第二限制内容用于表征针对老年人的限制内容;从所述推送内容中确定与所述第二限制内容对应的所述第二敏感推送内容。
- 根据权利要求8所述的方法,其特征在于,所述方法还包括:当所述目标用户的用户年龄不小于所述第一年龄且不大于所述第二年龄时,展示所述推送内容。
- 根据权利要求8或9所述的方法,其特征在于,所述第一限制内容包括游戏内容和小说内容中的至少一种,所述第二限制内容包括购物内容。
- 根据权利要求1-10任一项所述的方法,其特征在于,所述当所述推送内容满足指定敏感条件时,获取所述目标用户的用户画像之前,还包括:对所述推送内容进行识别;当识别到所述推送内容包括敏感内容时,确定所述推送内容满足指定敏感条件;或当识别到所述推送内容的分类为敏感内容分类的概率大于指定概率时,确定所述推送内容满足指定敏感条件。
- 根据权利要求11所述的方法,其特征在于,所述对所述推送内容进行识别,包括:获取所述推送内容中的文本信息;对所述文本信息进行敏感内容检索,获得敏感内容检索结果;基于所述敏感内容检索结果,确定所述文本信息中是否包括所述敏感内容。
- 根据权利要求11所述的方法,其特征在于,所述对所述推送内容进行识别,包括:获取所述推送内容中的文本信息;对所述文本信息进行多标签分类处理,获得多标签分类处理结果;基于所述多标签分类处理结果,确定所述文本信息的分类为敏感内容分类的概率是否大于指定概率。
- 根据权利要求11-13任一项所述的方法,其特征在于,所述对所述推送内容进行识别,包括:获取所述推送内容中的图片信息;对所述图片信息进行图像识别,获得图像识别结果;基于所述图像识别结果,确定所述图片信息中是否包括敏感内容。
- 根据权利要求1-14任一项所述的方法,其特征在于,所述屏蔽所述敏感推送内容,包括:当所述推送内容为所述敏感推送内容时,屏蔽所述推送内容;或当所述推送内容包括所述敏感推送内容和待展示推送内容时,屏蔽所述敏感推送内容并展示所述待展示推送内容。
- 根据权利要求15所述的方法,其特征在于,所述方法还包括:当所述推送内容不包括所述敏感推送内容时,展示所述推送内容。
- 根据权利要求16所述的方法,其特征在于,所述展示所述推送内容,包括:基于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。
- 一种推送内容的处理装置,其特征在于,应用于电子设备,所述装置包括:推送内容接收模块,用于所述电子设备接收待展示给目标用户的推送内容;用户画像获取模块,用于当所述推送内容满足指定敏感条件时,获取所述目标用户的用户画像;敏感推送内容确定模块,用于根据所述目标用户的用户画像,从所述推送内容中确定与所述用户画像对应的敏感推送内容;敏感推送内容屏蔽模块,用于屏蔽所述敏感推送内容。
- 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。
- 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。
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