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汉英新闻领域词典构建及文本分类

张彦彦

信息工程大学学报2023,Vol.24Issue(6):669-674,6.
信息工程大学学报2023,Vol.24Issue(6):669-674,6.DOI:10.3969/j.issn.1671-0673.2023.06.005

汉英新闻领域词典构建及文本分类

Chinese-English News Domain Dictionary Construction and Text Classification

张彦彦1

作者信息

  • 1. 河南财经政法大学,河南郑州 450046||信息工程大学,河南郑州 450001
  • 折叠

摘要

Abstract

For that texts in news reports have problems of domain crossover and semantic sparsity,a fine-grained news text classification method combining hierarchical network of concepts word knowl-edge base with domain dictionary additional feature vectors was proposed to meet the needs of multi-level text classification.Experimental results show that the multi-layer text classifier with domain dic-tionary feature vectors has better performance in both father and sub-domain text classification.From the results of the overall classification implementation,the effect of the first-layer text classification is better than that of the second-layer text classification.The second-layer text classification effect is affected by the upper-layer classification.The father domain with better domain classification effect performs better in the process of sub-domain classification.

关键词

新闻文本/概念层次网络/文本分类/领域词典

Key words

news report/hierarchical network of concepts/text classification/domain dictionary

分类

信息技术与安全科学

引用本文复制引用

张彦彦..汉英新闻领域词典构建及文本分类[J].信息工程大学学报,2023,24(6):669-674,6.

信息工程大学学报

1671-0673

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