Clustering-based user grouping method and device, equipment and storage medium

A user grouping and clustering technology, applied in the computer field, can solve problems such as poor accuracy of clustering results and parameter fluctuations, and achieve the effect of precise grouping

Pending Publication Date: 2021-08-24
BIGO TECH PTE LTD
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  • Abstract
  • Description
  • Claims
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Problems solved by technology

[0004] The embodiment of the present invention provides a clustering-based user grouping method, device, equipment, and storage medium, which solves the problem of poor accuracy of clustering results when the feature distribution fluctuates greatly due to parameter fluctuations, and realizes data analysis. precise grouping of

Method used

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  • Clustering-based user grouping method and device, equipment and storage medium
  • Clustering-based user grouping method and device, equipment and storage medium
  • Clustering-based user grouping method and device, equipment and storage medium

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Embodiment Construction

[0027] The embodiments of the present invention will be further described in detail below in conjunction with the drawings and embodiments. It should be understood that the specific embodiments described here are only used to explain the embodiments of the present invention, rather than to limit the embodiments of the present invention. In addition, it should be noted that, for the convenience of description, the drawings only show some but not all structures related to the embodiments of the present invention.

[0028] figure 1 It is a flow chart of a clustering-based user grouping method provided by the embodiment of the present invention. This embodiment is applicable to reasonably grouping users for subsequent execution of corresponding service policies. This method can be implemented by a computing device such as a desktop Computers, notebooks, servers and other equipment to execute, specifically include the following steps:

[0029] Step S101 , acquire user attribute f...

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Abstract

The embodiment of the invention discloses a clustering-based user grouping method and device, equipment and a storage medium, and the method comprises the steps: obtaining user attribute features and corresponding clustering centers, wherein each clustering center is obtained through offline calculation, and the user attribute features are associated with users; determining a target clustering center corresponding to the user attribute features according to the user attribute features and each clustering center, and determining a group corresponding to the target clustering center as a group of the users; and updating the target clustering center according to the user attribute features for subsequent user grouping. According to the scheme, the problem that the accuracy of a clustering result is poor when the feature distribution fluctuates drastically due to parameter fluctuation is solved, and accurate grouping of the data is realized.

Description

technical field [0001] The embodiments of the present application relate to the field of computers, and in particular to a clustering-based user grouping method, device, device, and storage medium. Background technique [0002] In recent years, with the continuous development of network transmission and audio and video technology, short video playback platforms have attracted more and more users. Due to the huge user base, it has become a common method to group users in the short video platform and then provide separate services. Therefore, how to group video users more accurately, effectively and in real time is an important topic for optimizing the viewing experience of short video platform users. [0003] In the prior art, users are usually grouped in a clustering manner. Among them, clustering refers to the process of dividing a collection of physical or abstract objects into multiple classes composed of similar objects, which is called clustering. Clusters generated ...

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06K9/62G06F16/435G06Q50/00
CPCG06F16/435G06Q50/01G06F18/23211
Inventor 胡文阳王汉超傅正佳
Owner BIGO TECH PTE LTD
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