Words Clustering Based on Keywords Indexing from Large-scale Categorization Corpora

Liu Hua
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引用次数: 1

Abstract

Keywords are indexed automatically for large-scale categorization corpora. Indexed keywords of more than 20 documents are selected as seed words, thus overcoming subjectivity of selecting seed words in clustering; at the same time, clustering is limited to particular category corpora and keywords indexed feature extraction method is adopted to obtain domanial words automatically, thus reducing noise of similarity calculation
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基于大规模分类语料库关键词索引的词聚类
对于大规模的分类语料库,关键词是自动索引的。选取20余篇文献的索引关键词作为种子词,克服了聚类中选择种子词的主观性;同时,将聚类限制在特定的类别语料库中,采用关键词索引特征提取方法自动获取领域词,从而降低了相似度计算的噪声
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