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融合句子情感和主题相似性的中文新闻文本情感摘要

王玮 欧阳纯萍 阳小华 罗凌云 刘志明

计算机应用研究2017,Vol.34Issue(12):3543-3546,4.
计算机应用研究2017,Vol.34Issue(12):3543-3546,4.DOI:10.3969/j.issn.1001-3695.2017.12.005

融合句子情感和主题相似性的中文新闻文本情感摘要

Chinese news text opinion summarization based on integrating sentences opinion and topic similarity

王玮 1欧阳纯萍 1阳小华 1罗凌云 1刘志明1

作者信息

  • 1. 南华大学计算机科学与技术学院,湖南衡阳421001
  • 折叠

摘要

Abstract

News opinion summarization aims to produce opinions abstract via refining the text with emotional information,which helps people to know the theme content and tendency of opinions quickly.However,the existing methods only consider the theme and the characteristics of the sentence,which can not get a summary of the text with emotional comments.To address the above problem,this paper presented a method of integrating sentence emotion and topic similarity for Chinese news text opinion summarization.Firstly,it annotated the opinion information of sentences.Secondly,it added opinion information to the LexRank algorithm to compute sentence similarity.Finally,according to the special characteristics of the news title,it calculated the similarity between the sentence and the title.The results of the above three steps were taken into account to generate opinion summary.The results of experiment show that this method is more effective than the classic LexRank algorithm on ROUGE-1 、ROUGE-2 and ROUGE-W.In addition,it also represents that considering both the emotion and theme can help generating opinion summary effectively.

关键词

情感摘要/句子情感/LexRank/句子特征/主题相似性

Key words

opinion summarization/sentence emotion/LexRank/sentence features/thematic similarity

分类

信息技术与安全科学

引用本文复制引用

王玮,欧阳纯萍,阳小华,罗凌云,刘志明..融合句子情感和主题相似性的中文新闻文本情感摘要[J].计算机应用研究,2017,34(12):3543-3546,4.

基金项目

国家自然科学基金资助项目(61402220,61502221) (61402220,61502221)

计算机应用研究

OA北大核心CSCDCSTPCD

1001-3695

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