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A document clustering algorithm for discovering and describing topics

delete2010-04-01
delete27
PRE
AI
H
Henry Anaya-Sánchez *
R
Rafael Berlanga
DOI:10.1016/j.patrec.2009.11.013delete
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摘要

摘要

En 中文
In this paper, we introduce a new clustering algorithm for discovering and describing the topics comprised in a text collection. Our proposal relies on both the most probable term pairs generated from the collection and the estimation of the topic homogeneity associated to these pairs Topics and their descriptions are generated from those term pairs whose support sets are homogeneous enough for representing collection topics Experimental results obtained over three benchmark text collections demonstrate the effectiveness and utility of this new approach (C) 2009 Published by Elsevier B V
Keyword:
Document clustering
Topic discovery
Topic description

期刊

Pattern Recognition Letters 封面图
Pattern Recognition Letters
IF:
3.3
论文数:
8.0K
被引数:
1.6W

机构

U
Universitat Jaume I
学者数:
4.7K
论文数: 4.8K
被引数: 6.1K
U
universidad de oriente santiago de cuba
学者数:
296
论文数: 202
被引数: 0
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