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Classification method, device, storage medium and computer equipment of user groups

A technology for user groups and users, applied in the field of big data processing, can solve the problems of high labor cost, low model training efficiency, limited application scenarios, etc., to reduce workload, expand the scope of use, and improve training efficiency.

Active Publication Date: 2022-03-01
SHANGHAI GUAN AN INFORMATION TECH
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  • Abstract
  • Description
  • Claims
  • Application Information

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Problems solved by technology

[0004] In view of this, the present application provides a user group classification method, device, storage medium and computer equipment, the main purpose of which is to solve the limited application scenarios, high labor cost and model training of the user group classification method in the prior art. technical inefficiencies

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  • Classification method, device, storage medium and computer equipment of user groups
  • Classification method, device, storage medium and computer equipment of user groups
  • Classification method, device, storage medium and computer equipment of user groups

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Embodiment Construction

[0031] Hereinafter, the present invention will be described in detail with reference to the drawings and examples. It should be noted that, in the case of no conflict, the embodiments in the present application and the features in the embodiments can be combined with each other.

[0032] In one embodiment, such as figure 1 As shown, a classification method of user groups is provided, and the application of this method to computer equipment such as servers is used as an example for illustration, including the following steps:

[0033] 101. Obtain the behavior data of the user group, and preprocess the behavior data of the user group to obtain a behavior sequence data set whose main object is the user name of each user.

[0034] Among them, the behavior data of user groups refers to the behavior and operation of multiple users (usually referring to a large number of users) in the system obtained by analyzing registration information and log information by a system or platform w...

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Abstract

The invention discloses a user group classification method, device, storage medium and computer equipment. The method includes: obtaining the behavior data of the user group, and preprocessing the behavior data of the user group to obtain a behavior sequence data set with each user's username as the main object; The frequent behavior instruction combination is extracted and the frequency statistics are obtained to obtain the frequent instruction combination feature table; through the sequence comparison algorithm, the sequence matching score and the similarity score between the behavior sequences in the behavior sequence data set are calculated to obtain the sequence similarity Feature table; conduct frequency statistics on the behavior instructions in the behavior sequence data set to obtain the behavior instruction frequency feature table; use semi-supervised classification algorithm to classify and analyze the frequent instruction combination feature table, sequence similarity feature table and behavior instruction frequency feature table, Get user groups with different categories to improve classification efficiency.

Description

technical field [0001] The present invention relates to the technical field of big data processing, in particular to a user group classification method, device, storage medium and computer equipment. Background technique [0002] User group classification is a particularly important link in the development process of all walks of life with users as the operating carrier. When facing platforms with huge user groups such as e-commerce, public resource management, and information security management, how to achieve Group classification of independent user objects is a very difficult and important task. Compared with the traditional method of group classification based on user attribute construction features, the method of using user operation behavior as the original feature to divide user groups is obviously more innovative and effective, and, after dividing user groups according to user operation behavior , when applying its classified data to downstream work, it can also gi...

Claims

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): G06F16/9035G06F16/906G06N20/00
CPCG06F16/9035G06F16/906G06N20/00G06F2216/03
Inventor 陶景龙王启凡魏国富殷钱安余贤喆周晓勇梁淑云刘胜马影
Owner SHANGHAI GUAN AN INFORMATION TECH