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A hybrid method of domain lexicon construction for opinion targets extraction using syntax and semantics

  • Beijing Institute of Technology

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

Considering opinion targets extraction of Chinese microblogs plays an important role in opinion mining, there has been a significant progress in this area recently, especially the CRF-based method. However, this method only takes lexical-related features into consideration and does not excavate the implied semantic and syntactic knowledge. We propose a new approach which incorporates domain lexicon with groups of features using syntax and semantics. The approach acquires domain lexicon through a novel way namely PDSP. And then we combine the domain lexicon with opinion targets extracted from CRF with groups of features together for opinion targets extraction. Experimental results on COAE2014 dataset show that this approach notably outperforms other baselines of opinion targets extraction.

源语言英语
主期刊名Social Media Processing - 3rd National Conference, SMP 2014, Proceedings
编辑Jie Tang, Ting Liu, Heyan Huang, Hua-Ping Zhang
出版商Springer Verlag
108-116
页数9
ISBN(电子版)9783662455579
DOI
出版状态已出版 - 2014
活动3rd National Conference on Social Media Processing, SMP 2014 - Beijing, 中国
期限: 1 11月 20142 11月 2014

出版系列

姓名Communications in Computer and Information Science
489
ISSN(印刷版)1865-0929

会议

会议3rd National Conference on Social Media Processing, SMP 2014
国家/地区中国
Beijing
时期1/11/142/11/14

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