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情感词典自动构建方法综述

王科 夏睿

自动化学报2016,Vol.42Issue(4):495-511,17.
自动化学报2016,Vol.42Issue(4):495-511,17.DOI:10.16383/j.aas.2016.c150585

情感词典自动构建方法综述

A Survey on Automatical Construction Methods of Sentiment Lexicons

王科 1夏睿1

作者信息

  • 1. 南京理工大学计算机科学与工程学院 南京 210094
  • 折叠

摘要

Abstract

Sentiment lexicon is an important tool of identifying the sentiment polarity of words and texts. How to automatically construct sentiment lexicons has become a research topic in the field of sentiment analysis and opinion mining. We review the existing sentiment lexicon construction methods, for both English and Chinese languages, from the perspectives of lexicons, corpus, and the combination of the two. We analyze the advantages and disadvantages of each method and point out some special problems in sentiment lexicon construction. We furthermore summarize the evaluation methods and review several competitions related to sentiment lexicon construction. Finally, we discuss the prospect of sentiment lexicon construction, and present some problems that remain to be solved.

关键词

自然语言处理/情感分析/观点挖掘/情感词典/词典构建

Key words

Natural language processing/sentiment analysis/opinion mining/sentiment lexicon/lexicon construction

引用本文复制引用

王科,夏睿..情感词典自动构建方法综述[J].自动化学报,2016,42(4):495-511,17.

基金项目

国家自然科学基金(61305090),软件新技术国家重点实验室开放基金,江苏省自然科学基金(BK2012396)资助Supported by National Natural Science Foundation of China (61305090), Open Fund of the State Key Laboratory for Novel Software Technology, and Jiangsu Provincial Natural Science Foundation of China (BK2012396) (61305090)

自动化学报

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