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A processing method, server and system for text clustering

A processing method and text clustering technology, applied in the field of text clustering, can solve the problems of high resource consumption, high memory overhead, network bottlenecks, etc., and achieve the reduction of memory, size, resource consumption and time consumption. Effect

Active Publication Date: 2020-06-02
SHENZHEN TENCENT COMP SYST CO LTD
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  • Abstract
  • Description
  • Claims
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Problems solved by technology

[0011] In view of this, the present invention provides a text clustering processing method and system, which are used to solve the problems of network bottlenecks, large memory overhead, and resource consumption in the prior art.

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  • A processing method, server and system for text clustering
  • A processing method, server and system for text clustering
  • A processing method, server and system for text clustering

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Embodiment Construction

[0040] In order to further explain the technical means and effects of the present invention to achieve the intended purpose of the invention, the specific implementation, structure, features and effects of the present invention will be described in detail below in conjunction with the accompanying drawings and preferred embodiments.

[0041] see Figure 1a , is a schematic diagram of the server system in the embodiment of the present invention, including a first server and a plurality of second servers, wherein the first server randomly assigns a topic to each word in each text in the preprocessed text collection from the topic collection , distributing each text in the text set after the subject is assigned to a plurality of second servers, and establishing an initial mapping relationship of each word in the text distributed by the plurality of second servers, and sending them to the plurality of second servers respectively The server, the initial mapping relationship includes...

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Abstract

The invention provides a processing method for text clustering, a server and a system. The method comprises the steps that one theme is randomly distributed for each word in texts of a preprocessed text set from a theme set, the texts in the text set with distributed themes are distributed to multiple second servers, the initial mapping relation of each word in the texts distributed for the multiple second servers is established, clustering results of the texts in the text set are determined according to the updated theme of each word of the texts distributed for the second servers and fed back by the second servers, and the updated theme of each word is sampled and calculated by the second servers based on an improved Gibbs sampling algorithm according to the initial mapping relation of the words on the second servers. The data volume processed by the second servers and memory consumption can be effectively reduced and network bottlenecks can be avoided by determining the word mapping relation and using a matrix of a dense data structure and the improved Gibbs sampling algorithm.

Description

technical field [0001] The invention relates to the field of text clustering, in particular to a text clustering processing method, server and system. Background technique [0002] With the popularization and development of Internet technology and database technology, people can easily acquire and store large amounts of data. Most of the data in reality exists in the form of text. As a means, text clustering can organize, summarize and navigate text information, which helps to accurately obtain the required information from a large number of text information resources. Therefore, text clustering It has gained widespread attention in recent years. [0003] Text clustering algorithm is a kind of main text data mining processing method in the field of machine learning, information retrieval, etc., and it is one of the main ways to solve the overload of Internet text information. Its purpose is to organize Internet text collections according to the principle of "like flock tog...

Claims

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): G06F16/35
Inventor 邓雪娇陆中振
Owner SHENZHEN TENCENT COMP SYST CO LTD
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