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User state single-classification model training method and device

A user status and model training technology, applied in special data processing applications, instruments, electrical digital data processing, etc., can solve problems such as large influence of human factors and weak generalization ability of mathematical models

Active Publication Date: 2015-04-22
SHENZHEN TENCENT COMP SYST CO LTD
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  • Abstract
  • Description
  • Claims
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Problems solved by technology

[0006] Based on this, it is necessary to provide a user state single classification model training method and device for the problem that the mathematical model currently used to detect the user state is greatly influenced by human factors and has weak generalization ability

Method used

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  • User state single-classification model training method and device
  • User state single-classification model training method and device
  • User state single-classification model training method and device

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Embodiment Construction

[0036] In order to make the objectives, technical solutions and advantages of the present invention clearer, the present invention will be further described in detail below with reference to the accompanying drawings and embodiments. It should be understood that the specific embodiments described herein are only used to explain the present invention, but not to limit the present invention.

[0037] like figure 1 As shown, in one embodiment, an electronic device is provided that includes a processor, a memory, a storage medium, and a network interface connected through a system bus. Wherein, the storage medium of the electronic device stores an operating system, a database, and also stores a user state single-classification model training device. The user state single classification model training device is used for realizing a user state single classification model training method. The processor of the electronic device is configured to perform a user state single classifica...

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Abstract

The invention provides a user state single-classification model training method and device. The method includes the steps that at least two positive training samples belonging to the assigned user state class are obtained; each positive training sample comprises at least two items of user attribute information; the sample feature vector of each positive training sample is extracted according to all the user attribute information of each positive training sample; model parameters are estimated according to the sample feature vectors, and a probability density function model is generated according to the estimated model parameters; a user state single-classification model is generated, the user state single-classification model comprises the probability density function model for receiving the input feature vectors and working out function values and further comprises a classification judging model for working out classification results for representing whether the samples belong to the assigned user state class or not according to the obtained function values. The user state single-classification model training method and device are good in classification performance, small in influence of human factors and high in generalization ability.

Description

technical field [0001] The invention relates to the technical field of computer information processing, in particular to a method and device for training a user state single classification model. Background technique [0002] User status is a description of user attributes in stages. For example, user status can be student status, parenting status, single status, and so on. By detecting the user status, differentiated services can be provided according to the user status, such as only pushing information or providing services to users with a specific user status, or pushing different information or providing different information to users with and without a specific user status. Serve. [0003] Currently, there is a relatively simple method for detecting the user state, which requires the user to set his own user state and store it, so that the user state set by the user can be read when needed to achieve the purpose of detecting the user state. However, this method of det...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06F19/00
Inventor 陈蓉
Owner SHENZHEN TENCENT COMP SYST CO LTD
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