WO2019227633A1

WO2019227633A1 - Methods and apparatuses for establishing user profile and establishing state information analysis model

Info

Publication number: WO2019227633A1
Application number: PCT/CN2018/096396
Authority: WO
Inventors: 王杰; 顾海倩; 王姿雯; 庄伯金; 肖京
Original assignee: 平安科技（深圳）有限公司
Priority date: 2018-05-30
Filing date: 2018-07-20
Publication date: 2019-12-05
Also published as: CN108765011A

Abstract

The present application provides methods and apparatuses for establishing a user profile and establishing a state information analysis model. The method for establishing a user profile comprises: acquiring at least two kinds of text information, audio information and image information of a user; determining state information of the user according to the at least two kinds of information and a state information analysis model, the state information being used for indicating at least one of personality and emotion of the user, and the state information analysis model being used for indicating a mapping relationship between the at least two kinds of information and the state information of the user; and outputting a profile of the user according to the state information of the user, the profile comprising the state information of the user. The methods and apparatuses for establishing a user profile and establishing a state information analysis model provided by the present application can improve the accuracy of a user profile.

Description

Method and device for establishing user portrait and state information analysis model

This application claims the priority of the Chinese patent application filed on May 30, 2018 with the application number of CN 2018105379351 and the name "Method and Device for Establishing User Portrait and State Information Analysis Model", the entire content of the Chinese patent application This application is incorporated by reference.

Technical field

The present application relates to the field of user portraits, and more particularly, to a method and device for establishing a user portrait and establishing a state information analysis model in the field of user portraits.

Background technique

After the Internet gradually enters the era of big data, all user behaviors will be "visualized" in front of enterprises. The focus of the company has also begun to increasingly focus on how to provide accurate marketing services to users, thereby further tapping potential business value. Thus, the concept of "user profile" came into being.

User portrait, that is, user information labeling, is to collect and analyze the user's social attributes, living habits, consumption behavior and other main information, and then perfectly abstract the user's overall picture of information, so that companies can easily obtain users through the Internet More extensive feedback information provides sufficient data foundation for further accurate and rapid analysis of important business information such as user behavior habits and consumption habits.

Existing user portrait systems usually obtain user portraits through statistics and analysis of their historical behaviors, such as social behaviors, with poor accuracy.

Summary of the Invention

The present application provides a method and device for establishing a user portrait and a state information analysis model, which can improve the accuracy of a user portrait.

In order to achieve the above object, this application provides a method for establishing a user portrait, including the following:

Obtaining at least two kinds of information of text information, audio information and image information of a user;

Determine the status information of the user according to the at least two types of information and the status information analysis model, the status information is used to represent at least one of the personality and emotion of the user, and the status information analysis model is used to represent A mapping relationship between the at least two kinds of information and status information of the user;

According to the status information of the user, output a portrait of the user, where the portrait includes status information of the user.

The method for establishing a portrait of a user provided in the embodiment of the present application combines the status information of the user in the process of performing the portrait for the user, wherein the status information of the user is determined according to multiple dimensions of information and a status information analysis model. In other words, determining the status information of the user through the information in multiple dimensions can improve the accuracy of the status information of the user, thereby improving the accuracy of the user's portrait.

In order to achieve the above purpose, the present application also provides a method for establishing a state information analysis model, including the following:

Obtaining at least two kinds of information of text information, audio information and image information of a sample user;

Acquiring status information of the sample user, where the status information is used to represent at least one of a character and an emotion of the sample user;

Establishing the state information analysis model according to the at least two kinds of information and the state information of the user, the state information analysis model used to represent a mapping between the at least two kinds of information and the state information of the sample user relationship.

The method for establishing a status information analysis model provided in the embodiment of the present application can improve the status of the user by acquiring multiple dimensions of information of the sample user and the status information of the sample user, and establishing the status information analysis model based on the obtained information. Accuracy of information analysis, thereby improving the accuracy of user portraits.

To achieve the above object, the present application further provides a device for establishing a user portrait, and the device specifically includes:

An obtaining unit, configured to obtain at least two kinds of information of text information, audio information, and image information of a user;

A determining unit, configured to determine the status information of the user according to the at least two types of information and status information analysis models obtained by the obtaining unit, where the status information is used to represent at least one of a character and an emotion of the user The state information analysis model is used to represent a mapping relationship between the at least two kinds of information and the state information of the user;

An output unit is configured to output a portrait of the user according to the status information of the user determined by the determining unit, where the portrait includes status information of the user.

To achieve the above object, the present application further provides a device for establishing a state information analysis model, and the device specifically includes:

An obtaining unit, configured to obtain at least two types of text information, audio information, and image information of a sample user and state information of the sample user, where the state information is used to represent at least one of a character and an emotion of the sample user One kind

A establishing unit, configured to establish the status information analysis model according to the at least two types of information obtained by the obtaining unit and the status information of the user, and the status information analysis model is used to represent the at least two types of information and A mapping relationship between the status information of the sample users.

In order to achieve the above object, the present application further provides a computer device, including a memory, a processor, a communication interface, and a computer program stored on the memory and executable on the processor, wherein the memory, the The processor and the communication interface communicate with each other through an internal connection path. When the processor executes the computer program, the steps of the foregoing method are implemented.

To achieve the above purpose, the present application also provides a computer-readable storage medium on which a computer program is stored, and the computer program implements the steps of the foregoing method when executed by a processor.

BRIEF DESCRIPTION OF THE DRAWINGS

FIG. 1 is a schematic flowchart of a method for establishing a user portrait according to an embodiment of the present application; FIG.

2 is a schematic flowchart of a method for establishing a state information analysis model according to an embodiment of the present application;

3 is a schematic block diagram of an apparatus for establishing a user portrait provided by an embodiment of the present application;

4 is a schematic block diagram of an apparatus for establishing a state information analysis model according to an embodiment of the present application;

5 is a schematic block diagram of another apparatus for establishing a user portrait according to an embodiment of the present application;

FIG. 6 is a schematic block diagram of another apparatus for establishing a state information analysis model according to an embodiment of the present application.

Detailed ways

The technical solutions in this application will be described below with reference to the drawings.

The existing user portrait system collects and analyzes the historical behavior data of the user, such as social text data, to obtain the main information of the user's social attributes, living habits, and consumption behavior, thereby abstracting the user's overall picture.

However, since the existing user portrait system has a relatively simple structure of the data referenced during the user portrait, the accuracy of the user portrait obtained by the existing user portrait system is poor.

This application provides a method and device for establishing a user portrait, by acquiring at least two kinds of information of a user's text information, audio information, and image information; and determining the user according to the at least two types of information and status information analysis models State information, the state information is used to indicate at least one of a character and an emotion of the user, and the state information analysis model is used to indicate a mapping relationship between the at least two kinds of information and the state information of the user; According to the status information of the user, output a portrait of the user, where the portrait includes status information of the user. By adopting the method for establishing a user portrait provided in the embodiment of the present application, the accuracy of the user portrait can be improved.

FIG. 1 shows a schematic flowchart of a method 100 for establishing a user portrait according to an embodiment of the present application.

S110. Acquire at least two pieces of information of text information, audio information, and image information of the user.

S120. Determine state information of the user according to each of the at least two types of information and a state information analysis model, where the state information is used to represent at least one of a character and an emotion of the user. The state information analysis model is used to represent a mapping relationship between each type of information and the state information of the user.

S130: Output a portrait of the user according to the status information of the user, where the portrait includes status information of the user.

It should be understood that the method 100 may be executed by a device for establishing a user portrait, and the device for establishing a user portrait may be a device having a user portrait function, that is, a device for performing the steps described in S110-S130.

It should be noted that, for the sake of convenience, in the embodiments of the present application, the apparatus for creating a user portrait is collectively referred to as a first establishing apparatus.

Optionally, the first establishing device may be independent of the computer equipment, or may be integrated into the computer equipment and function as a functional unit in the computer equipment, which is not limited in the embodiment of the present application.

It should be understood that the text information of the user includes information used to represent the status vocabulary in the text data, where the status vocabulary can be divided into multiple types, including but not limited to: personal, money, health, and the like.

For example, the status vocabulary information may include the frequency of occurrences of the status vocabulary. For example, the word frequency of the personal vocabulary of state words may include the frequency of the first person, the frequency of the second person, and the like.

Optionally, the status vocabulary may be obtained from experience or may be obtained from machine learning, which is not limited in the embodiment of the present application.

Optionally, the user's text data may include, for example, the user's Weibo text data, QQ text data, WeChat text data, short message text data, and other social-related text data.

Specifically, in S110, the first establishing device may obtain text data of the user, and determine the text information according to the text data.

Optionally, the first establishment device may obtain the text data in multiple ways, which is not limited in the embodiment of the present application.

In a possible implementation manner, the first establishment device may use a web crawler technology to capture text data of a user in the Internet, or the first establishment device may adopt a method of big data analysis, for example, spark technology, distributed Computing (Hadoop) technology etc. obtains text data on a network data platform (cloud storage platform). For example, the first establishing device collects chat records of a user on a QQ with a friend in a certain period of time.

In another possible implementation manner, the first establishing device may obtain text data imported by a user. For example, the first establishing device acquires a chat record with a friend on WeChat imported by the user.

In yet another possible implementation manner, the first establishing device may acquire voice data of a user and convert the voice data into text data. For example, the first establishing device may obtain a call recording of a user, and perform text conversion on the call recording to obtain text data corresponding to the call recording.

It should be understood that the user's audio information includes information used to represent sound characteristics in the voice data. The sound characteristics can be divided into multiple types, including but not limited to audio, rhythm, decibel, and frequency spectrum. Category, tone category, etc.

Specifically, in S110, the first establishing device may obtain voice data of the user, and determine the audio information according to the voice data.

Optionally, the first establishment device may obtain the voice data in multiple ways, which is not limited in this embodiment of the present application.

In a possible implementation manner, the first establishing device may collect user voice data through an audio collector. For example, the first establishing device collects a user's call recording through an audio collector. For another example, the first establishing device collects a paragraph of a user expressing a mood or emotion through an audio collector.

In another possible implementation manner, the first establishing device may acquire voice data imported by a user. For example, the first establishing device acquires a segment of voice imported by a user.

It should be understood that the user's image information includes information used to represent facial features in the image data, where the facial features can be classified into multiple types, including but not limited to: eyes, noses, and mouths , Eyebrows and so on. For example, the eye-type information may include the position of the eye, the angle at which the corner of the eye is raised, and the like.

Specifically, in S110, the first establishing device may acquire image data of a user, and determine the image information according to the image data.

Optionally, the first establishment device may obtain the image data in multiple ways, which is not limited in the embodiment of the present application.

In a possible implementation manner, the first establishing device may acquire the image data through a video collector. For example, the first establishing device may collect a self-portrait image of the user through a video collector.

In another possible implementation manner, the first establishing device may acquire image data imported by a user. For example, the first establishing device may acquire a picture imported by a user that can reflect a mood or mood.

In yet another possible implementation manner, the first establishment device may obtain video data of a user, and obtain image data according to the video data. For example, the first establishing device collects a small video taken by a user through a video collector, and intercepts a picture in the small video.

Optionally, the image information of the user may further include information for physical characteristics in the image data, or other information capable of reflecting the personality or interest of the user, which is not limited in the embodiment of the present application.

It should be understood that the above exemplarily lists possible implementation manners in which the first establishment device obtains the text information, audio information, or image information. The first establishment device may also obtain the text information, audio information, or image information in other manners. For example, a staff member directly inputs text information, audio information, or image information of a user into the first establishment device, and the embodiment of the present application should not be limited to this.

Optionally, the state information analysis model in S120 may include a first state information analysis model and a second state information analysis model, where the first state information analysis model is used to represent each of the at least two kinds of information and the each Mapping relationship of state information corresponding to various kinds of information, and the second state information analysis model is used to indicate a mapping relationship between state information corresponding to each type of information and state information of the user.

Correspondingly, in S120, according to each of the at least two kinds of information and the first state information analysis model, the state information corresponding to each kind of information is determined; and according to the state information and the second state information corresponding to each kind of information Analyze the model to determine the status information of the user.

Optionally, when the status information of a user indicates a personality, the status information of the user may include personality information of multiple dimensions, and a weight of the personality information of each of the multiple dimensions. The personality information of the multiple dimensions includes, but is not limited to, extraversion, pleasantness, responsibility, openness, and the like.

Optionally, when the state information of the user indicates emotions, the state information of the user may include multiple types of emotional information, and weights of each type of emotional information in the multiple types. The multiple types of emotional information include, but are not limited to, happiness, sadness, pain, excitement, and tension.

Optionally, the status information analysis model may be pre-configured, or before the first establishment device determines the status information of the user based on each of the at least two types of information and the status information analysis model, the first The establishment device establishes itself, which is not limited in the embodiment of the present application.

In a possible implementation manner, the first establishing device may acquire at least two types of information including text information, audio information, and image information of a sample user; and acquire status information of the sample user, where the status information is used to represent the sample At least one of the personality and emotion of the user; establishing the state information analysis model based on the at least two kinds of information and the state information of the user, the state information analysis model used to represent the at least two kinds of information and the state of the sample user Mapping relationship between information.

Optionally, the sample users may include multiple users.

Optionally, the state information analysis model may include a first state information analysis model and a second state information analysis model. The first state information analysis model is used to indicate that each of the at least two types of information corresponds to each type of information. The second status information analysis model is used to indicate the mapping relationship between the status information corresponding to each type of information and the status information of the sample user.

Correspondingly, before establishing the status information analysis model according to the at least two kinds of information and the status information of the sample user, the first establishment model obtains status information corresponding to each type of information; according to the each type of information and the each type Establish the first state information analysis model according to the state information corresponding to the information; and establish the second state information analysis model according to the state information corresponding to each of the at least two kinds of information and the state information of the sample user.

Optionally, the first establishment device may also output a portrait of the user in multiple forms, which is not limited in the embodiment of the present application.

In a possible implementation manner, the first establishing device may determine an image according to the state information of the user, and the image can depict the portrait.

Optionally, before the first establishment device determines the image information according to the status information of the user, the first establishment device may obtain an image library, the image library includes a plurality of images, and each of the plurality of images Different portraits can be drawn, and the plurality of images include the image determined according to the state information of the user.

In another possible implementation manner, the first establishing device may output text according to the status information of the user, and the text can describe the portrait.

Optionally, the text may be information that can uniquely identify the image, such as an index or identification of the image, which is not limited in the embodiment of the present application.

In another possible implementation manner, the first establishing device may output audio, and the audio can describe the portrait.

Optionally, in S130, the portrait further includes personal characteristic information of the user, and the personal characteristic information includes at least one of social attributes, living habits, and consumption behaviors of the user.

Optionally, the social attributes may include content related to the user's basic information such as name, age, occupation, education, marital status, etc .; living habits may include content related to the user's living habits such as hobbies, wearing habits, etc .; consumption The behavior may include content related to the consumption behavior of the user, such as consumption habits, usage of the card, and consumption statistics.

FIG. 2 shows a schematic flowchart of a method 200 for establishing a state information analysis model according to an embodiment of the present application.

S210. Acquire at least two pieces of information of text information, audio information, and image information of the sample user.

S220. Acquire status information of the sample user, where the status information is used to indicate at least one of a personality and an emotion of the sample user.

S230. Establish the status information analysis model according to the at least two types of information and the status information of the user, where the status information analysis model is used to represent a relationship between the at least two types of information and the status information of the sample user. Mapping relationship.

It should be understood that the method 200 may be executed by a device for establishing a state information analysis model, and the device for establishing a state information analysis model may be a device having a function of establishing a state information analysis model, that is, a device for performing steps described in S210 to S230.

It should be noted that, for convenience, in the embodiments of the present application, the apparatus for establishing a state information analysis model is collectively referred to as a second establishment apparatus.

Optionally, the second establishment device may be independent of the first establishment device, or may be integrated into the first establishment device, and function units in the first establishment device are combined, which is not limited in the embodiment of the present application. .

Optionally, the execution order of S210 and S220 is in no particular order, which is not limited in this embodiment of the present application.

Optionally, the sample users may include multiple users.

The method for establishing a status information analysis model provided in the embodiments of the present application can improve the status of users by acquiring multiple dimensions of information of the sample users and status information of the sample users, and establishing the status information analysis model based on the obtained information. Accuracy of information analysis, thereby improving the accuracy of user portraits.

The method for establishing a user portrait and the method for establishing a state information analysis model provided in the embodiments of the present application are described above with reference to FIG. 1 and FIG. Build the device.

FIG. 3 shows a schematic block diagram of an apparatus 300 for establishing a user portrait according to an embodiment of the present application. The device 300 includes:

The obtaining unit 310 is configured to obtain at least two pieces of information of text information, audio information, and image information of a user;

A determining unit 320 is configured to determine status information of the user according to the at least two types of information and status information analysis models obtained by the obtaining unit and obtained by the obtaining unit, where the status information is used to represent the user ’s At least one of personality and emotion, and the state information analysis model is used to represent a mapping relationship between the at least two kinds of information and state information of the user;

An output unit 330 is configured to output a portrait of the user according to the status information of the user determined by the determining unit, where the portrait includes status information of the user.

FIG. 4 shows a schematic block diagram of an apparatus 400 for establishing a state information analysis model according to an embodiment of the present application. The device 400 includes:

The obtaining unit 410 is configured to obtain at least two types of information including text information, audio information, and image information of a sample user, and state information of the sample user, where the state information is used to represent characteristics and emotions of the sample user. At least one

A establishing unit 420, configured to establish the status information analysis model according to the at least two types of information obtained by the obtaining unit and the status information of the user, and the status information analysis model is configured to represent the at least two types of information And a mapping relationship between the sample user's state information.

FIG. 5 shows a schematic block diagram of an apparatus 500 for establishing a user portrait according to an embodiment of the present application. The first establishing device 500 (ie, the device 500 for establishing a user portrait) may be the device 300 described in FIG. 3, and the first establishing device 500 may adopt a hardware architecture as shown in FIG. 5. The first establishing device 500 may include a processor 510, a communication interface 520, and a memory 530. The processor 510, the communication interface 520, and the memory 530 communicate with each other through an internal connection path. The related functions implemented by the determination unit 320 in FIG. 3 may be implemented by the processor 510, and the related functions implemented by the acquisition unit 310 and the output unit 330 may be implemented by the processor 510 controlling the communication interface 520.

The processor 510 may include one or more processors, for example, one or more central processing units (CPUs). When the processor is one CPU, the CPU may be a single-core CPU, or Can be a multi-core CPU.

The communication interface 520 is used for inputting and / or outputting data. The communication interface may include a sending interface and a receiving interface. The sending interface is used for outputting data and the receiving interface is used for inputting data.

The memory 530 includes, but is not limited to, random access memory (RAM), read-only memory (ROM), erasable programmable memory (EPROM), read-only memory A compact disc (compact disc-read-only memory, CD-ROM). The memory 530 is used to store related instructions and data. The memory 530 is configured to store the program code and data of the first establishment device, and may be a separate device or integrated in the processor 510.

Specifically, the processor 510 is configured to control the communication interface to perform data transmission with other devices, for example, with the second establishment device. For details, refer to the description in the method embodiment, and details are not described herein again.

It can be understood that FIG. 5 only shows a simplified design of the first establishment device. In practical applications, the image retrieval device may also include other necessary components, including but not limited to any number of communication interfaces, processors, controllers, memories, etc., and all the first establishment devices that can implement this application are in this application. Within the scope of the application.

In a possible design, the first establishment device 500 may be replaced with a chip device, for example, it may be a chip that can be used in the first establishment device to implement related functions of the processor 510 in the first establishment device . The chip device can be a field programmable gate array, a dedicated integrated chip, a system chip, a central processing unit, a network processor, a digital signal processing circuit, a microcontroller, and a programmable controller or other integrated chip to realize related functions. . The chip may optionally include one or more memories for storing program code, and when the code is executed, the processor implements a corresponding function.

FIG. 6 shows a schematic block diagram of a device 600 for establishing a state information analysis model according to an embodiment of the present application. The second establishing device 600 (ie, the device 600 for establishing a state information analysis model) may be the first device described in FIG. 4. Two establishment devices, the second establishment device may adopt a hardware architecture as shown in FIG. 6. The second establishing device may include a processor 610, a communication interface 620, and a memory 630. The processor 610, the communication interface 620, and the memory 630 communicate with each other through an internal connection path. The related functions implemented by the establishment unit 420 in FIG. 4 may be implemented by the processor 610, and the related functions implemented by the acquisition unit 410 may be implemented by the processor 610 controlling the communication interface 620.

The processor 610 may include one or more processors, for example, one or more central processing units (CPUs). When the processor is one CPU, the CPU may be a single-core CPU, or Can be a multi-core CPU.

The communication interface 620 is used for inputting and / or outputting data. The communication interface may include a sending interface and a receiving interface. The sending interface is used for outputting data and the receiving interface is used for inputting data.

The memory 630 includes, but is not limited to, RAM, ROM, EPROM, and CD-ROM. The memory 630 is used to store related instructions and data. The memory 630 is configured to store the program code and data of the second establishment device, and may be a separate device or integrated in the processor 610.

Specifically, the processor 610 is configured to control the communication interface to perform data transmission with other devices, for example, with the first establishment device. For details, refer to the description in the method embodiment, and details are not described herein again.

It can be understood that FIG. 6 only shows a simplified design of the second establishment device. In practical applications, the image retrieval device may also include other necessary components, including but not limited to any number of communication interfaces, processors, controllers, memories, etc., and all the second establishment devices that can implement the present application are in the present Within the scope of the application.

In a possible design, the second setup device 600 may be replaced with a chip device, for example, it may be a chip that can be used in the second setup device to implement the related functions of the processor 610 in the second setup device. The chip device can be a field programmable gate array, a dedicated integrated chip, a system chip, a central processing unit, a network processor, a digital signal processing circuit, a microcontroller, and a programmable controller or other integrated chip to realize related functions. . The chip may optionally include one or more memories for storing program code, and when the code is executed, the processor implements a corresponding function.

Those of ordinary skill in the art may realize that the units and algorithm steps of each example described in combination with the embodiments disclosed herein can be implemented by electronic hardware, or a combination of computer software and electronic hardware. Whether these functions are performed in hardware or software depends on the specific application and design constraints of the technical solution. A professional technician can use different methods to implement the described functions for each specific application, but such implementation should not be considered to be beyond the scope of this application.

Those skilled in the art can clearly understand that, for the convenience and brevity of description, the specific working processes of the systems, devices, and units described above can refer to the corresponding processes in the foregoing method embodiments, and are not repeated here.

In the several embodiments provided in this application, it should be understood that the disclosed systems, devices, and methods may be implemented in other ways. For example, the device embodiments described above are only schematic. For example, the division of the unit is only a logical function division. In actual implementation, there may be another division manner. For example, multiple units or components may be combined or Can be integrated into another system, or some features can be ignored or not implemented. In addition, the displayed or discussed mutual coupling or direct coupling or communication connection may be indirect coupling or communication connection through some interfaces, devices or units, which may be electrical, mechanical or other forms.

The units described as separate components may or may not be physically separated, and the components displayed as units may or may not be physical units, that is, may be located in one place, or may be distributed on multiple network units. Some or all of the units may be selected according to actual needs to achieve the objective of the solution of this embodiment.

In addition, each functional unit in each embodiment of the present application may be integrated into one processing unit, or each of the units may exist separately physically, or two or more units may be integrated into one unit.

When the functions are implemented in the form of software functional units and sold or used as independent products, they can be stored in a computer-readable storage medium. Based on this understanding, the technical solution of the present application is essentially a part that contributes to the existing technology or a part of the technical solution can be embodied in the form of a software product. The computer software product is stored in a storage medium, including Several instructions are used to cause a computer device (which may be a personal computer, a server, or a network device, etc.) to perform all or part of the steps of the method described in the embodiments of the present application. The foregoing storage medium includes various media that can store program codes, such as a U disk, a mobile hard disk, a ROM, a RAM, a magnetic disk, or an optical disk.

The above is only a specific implementation of this application, but the scope of protection of this application is not limited to this. Any person skilled in the art can easily think of changes or replacements within the technical scope disclosed in this application. It should be covered by the protection scope of this application. Therefore, the protection scope of this application shall be subject to the protection scope of the claims.

Claims

A method for establishing a user portrait, comprising:

Obtaining at least two kinds of information of text information, audio information and image information of a user;

Determine the status information of the user according to the at least two types of information and the status information analysis model, the status information is used to represent at least one of the personality and emotion of the user, and the status information analysis model is used to represent A mapping relationship between the at least two kinds of information and status information of the user;

According to the status information of the user, output a portrait of the user, where the portrait includes status information of the user.
The method according to claim 1, wherein the state information analysis model comprises a first state information analysis model and a second state information analysis model, and the first state information analysis model is configured to represent the at least two types A mapping relationship between each type of information in the information and status information corresponding to each type of information, and the second status information analysis model is used to represent a mapping relationship between the status information corresponding to each type of information and the status information of the user ;

Wherein, determining the status information of the user based on the at least two types of information and status information analysis models includes:

Determining, according to the at least two kinds of information and a first state information analysis model, state information corresponding to each type of information;

Determine the status information of the user according to the status information corresponding to each type of information and a second status information analysis model.
The method according to claim 1, wherein the outputting a portrait of the user according to the status information of the user comprises:

According to the status information of the user, an image is output, and the image can depict a portrait of the user.
The method according to claim 1, wherein the outputting a portrait of the user according to the status information of the user comprises:

According to the status information of the user, a text is output, and the text can describe a portrait of the user.
The method according to any one of claims 1 to 4, wherein the portrait further includes personal characteristic information of the user, and the personal characteristic information includes social attributes, living habits, and consumption behavior of the user At least one of.
A method for establishing a state information analysis model, comprising:

Obtaining at least two kinds of information of text information, audio information and image information of a sample user;

Acquiring status information of the sample user, where the status information is used to represent at least one of a character and an emotion of the sample user;

Establishing the state information analysis model according to the at least two kinds of information and the state information of the user, the state information analysis model used to represent a mapping between the at least two kinds of information and the state information of the sample user relationship.
A device for establishing a user portrait, comprising:

An obtaining unit, configured to obtain at least two kinds of information of text information, audio information, and image information of a user;

A determining unit, configured to determine the status information of the user according to the at least two types of information and status information analysis models obtained by the obtaining unit, where the status information is used to represent at least one of a character and an emotion of the user The state information analysis model is used to represent a mapping relationship between the at least two kinds of information and the state information of the user;

An output unit is configured to output a portrait of the user according to the status information of the user determined by the determining unit, where the portrait includes status information of the user.
A device for establishing a state information analysis model, comprising:

An obtaining unit, configured to obtain at least two types of text information, audio information, and image information of a sample user and state information of the sample user, where the state information is used to represent at least one of a character and an emotion of the sample user One kind

A establishing unit, configured to establish the status information analysis model according to the at least two types of information obtained by the obtaining unit and the status information of the user, and the status information analysis model is used to represent the at least two types of information and A mapping relationship between the status information of the sample users.
A computer device includes a memory, a processor, a communication interface, and a computer program stored on the memory and executable on the processor, wherein between the memory, the processor, and the communication interface Communication with each other through an internal connection path is characterized in that, when the processor executes the computer program, the following steps of the method for establishing a user portrait are implemented:

Obtaining at least two kinds of information of text information, audio information and image information of a user;

Determine the status information of the user according to the at least two types of information and the status information analysis model, the status information is used to represent at least one of the personality and emotion of the user, and the status information analysis model is used to represent A mapping relationship between the at least two kinds of information and status information of the user;

According to the status information of the user, output a portrait of the user, where the portrait includes status information of the user.
The computer device according to claim 9, wherein the state information analysis model comprises a first state information analysis model and a second state information analysis model, and the first state information analysis model is used to represent the at least two A mapping relationship between each type of information and the status information corresponding to each type of information, and the second status information analysis model is used to represent a mapping between the status information corresponding to each type of information and the status information of the user relationship;

Wherein, determining the status information of the user based on the at least two types of information and status information analysis models includes:

Determining, according to the at least two kinds of information and a first state information analysis model, state information corresponding to each type of information;

Determine the status information of the user according to the status information corresponding to each type of information and a second status information analysis model.
The computer device according to claim 9, wherein the outputting a portrait of the user according to the status information of the user comprises:

According to the status information of the user, an image is output, and the image can depict a portrait of the user.
The computer device according to claim 9, wherein the outputting a portrait of the user according to the status information of the user comprises:

According to the status information of the user, a text is output, and the text can describe a portrait of the user.
The computer device according to any one of claims 9 to 12, wherein the portrait further includes personal characteristic information of the user, and the personal characteristic information includes social attributes, living habits, and consumption of the user At least one of the actions.
A computer device includes a memory, a processor, a communication interface, and a computer program stored on the memory and executable on the processor, wherein between the memory, the processor, and the communication interface Communication with each other through an internal connection path is characterized in that, when the processor executes the computer program, the following steps of a method for establishing a state information analysis model are implemented:

Obtaining at least two kinds of information of text information, audio information and image information of a sample user;

Acquiring status information of the sample user, where the status information is used to represent at least one of a character and an emotion of the sample user;

Establishing the state information analysis model according to the at least two kinds of information and the state information of the user, the state information analysis model used to represent a mapping between the at least two kinds of information and the state information of the sample user relationship.
A computer-readable storage medium for storing a computer program, characterized in that, when the computer program is executed by a processor, the following steps of a method for establishing a user portrait are implemented:

Obtaining at least two kinds of information of text information, audio information and image information of a user;

Determine the status information of the user according to the at least two types of information and the status information analysis model, the status information is used to represent at least one of the personality and emotion of the user, and the status information analysis model is used to represent A mapping relationship between the at least two kinds of information and status information of the user;

Output a portrait of the user according to the status information of the user, the portrait including status information of the user
The computer-readable storage medium according to claim 15, wherein the state information analysis model comprises a first state information analysis model and a second state information analysis model, and the first state information analysis model is used to represent all The mapping relationship between each type of information of at least two types of information and the status information corresponding to each type of information is described, and the second status information analysis model is used to represent the status information corresponding to each type of information and the status of the user Information mapping relationship;

Wherein, determining the status information of the user based on the at least two types of information and status information analysis models includes:

Determining, according to the at least two kinds of information and a first state information analysis model, state information corresponding to each type of information;

Determine the status information of the user according to the status information corresponding to each type of information and a second status information analysis model.
The computer-readable storage medium according to claim 15, wherein the outputting a portrait of the user according to the status information of the user comprises:

According to the status information of the user, an image is output, and the image can depict a portrait of the user.
The computer-readable storage medium according to claim 15, wherein the outputting a portrait of the user according to the status information of the user comprises:

According to the status information of the user, a text is output, and the text can describe a portrait of the user.
The computer-readable storage medium according to any one of claims 15 to 18, wherein the portrait further includes personal characteristic information of the user, and the personal characteristic information includes social attributes and life of the user Habits and consumer behavior.
A computer-readable storage medium for storing a computer program, characterized in that when the computer program is executed by a processor, the following steps of a method for establishing a state information analysis model are implemented: obtaining text information, audio information, and images of a sample user At least two types of information;

Acquiring status information of the sample user, where the status information is used to represent at least one of a character and an emotion of the sample user;

Establishing the state information analysis model according to the at least two kinds of information and the state information of the user, the state information analysis model used to represent a mapping between the at least two kinds of information and the state information of the sample user relationship.