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Visual user classification method, service method, system and device and storage medium

A classification method and user technology, applied in visual data mining, relational database, structured data retrieval, etc., can solve the problem of difficulty in selecting the most relevant dimensions of fraudulent behavior, and achieve the effect of rapid and accurate analysis or evaluation

Pending Publication Date: 2021-10-26
TSINGHUA UNIV
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  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

However, designing and evaluating these algorithms is challenging: 1) log records contain many dimensions describing user behavior, and it is difficult to select the most relevant dimension for fraudulent behavior; 2) the choice of user data and algorithms is highly domain-dependent and scenarios; 3) Few or no fraud labels are used for training or evaluation, and fraud can only be confirmed when users are compromised by fraud over a long period of time

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  • Visual user classification method, service method, system and device and storage medium
  • Visual user classification method, service method, system and device and storage medium
  • Visual user classification method, service method, system and device and storage medium

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Embodiment Construction

[0072] The implementation of the present application will be described by specific specific examples below, and those skilled in the art can easily understand other advantages and effects of the present application from the content disclosed in this specification.

[0073] In the following description, reference is made to the accompanying drawings, which illustrate several embodiments of the application. It is to be understood that other embodiments may be utilized, and module or unit composition, electrical, as well as operational changes may be made without departing from the spirit and scope of the present disclosure. The following detailed description should not be considered limiting, and the scope of the embodiments of the present application is defined only by the claims of the issued patent. The terminology used herein is for describing particular embodiments only and is not intended to limit the application.

[0074] Although in some instances the terms first, secon...

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Abstract

The invention discloses a visual user classification method, a service method, a system, a device and a storage medium. The method comprises the following steps: obtaining visual data obtained according to input information and user group data of a user group, wherein the input information is used for setting a fraud detection algorithm, algorithm parameters and at least one user behavior feature set for processing user group data. The visual data is used for displaying a distribution view which is formed by reflecting the behavior similarity of the user group based on one or more user behavior characteristics in at least one user behavior characteristic set; the magnitude of the behavior similarity between the users is negatively correlated to the magnitude of the mapping spacing of the users in the distribution view, so as to carry out visual output. According to the scheme provided by the invention, the synchronization of the user on different behaviors can be intuitively and accurately displayed according to the behavior similarity of different user behaviors, and the fraud behavior can be quickly and accurately analyzed or the fraud detection quality can be evaluated.

Description

technical field [0001] The present application relates to the technical field of graphic display, in particular to a visual user classification method, service method, system, device and storage medium. Background technique [0002] Many online services today are rife with fraud, such as fake accounts on forums and video sites, and bots on social networks. Fraud conducts malicious activities that damage the commercial value of an online service. [0003] Correspondingly, online fraud detection technology is needed to detect fraud problems in online services. Over the years, researchers have proposed many fraud detection algorithms based on fraudulent behaviors, especially unsupervised learning methods, and the detection of fraudulent behaviors is based on the log records of users' online behaviors. However, designing and evaluating these algorithms is challenging: 1) log records contain many dimensions describing user behavior, and it is difficult to select the most releva...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06F16/26G06F16/28
CPCG06F16/26G06F16/285
Inventor 孙娇李茵陈天佳李智慧刘昕黄铃时磊徐葳
Owner TSINGHUA UNIV
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