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Dimensional Sentiment Analysis for Chinese words Based on synonym lexicon and Word Embedding

  • Wei Cheng
  • , Yuansheng Song
  • , Yue Zhu
  • , Ping Jian
  • Beijing Institute of Technology
  • Beijing Wuzi University

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

This paper is mainly about the BIT group submitted system to the IALP-2016 Shared Task. This system is to automatically acquire the valence-Arousal ratings of Chinese affective words. Two ways are designed to generate a given word's VA: one is based on Synonym Lexicons and the other is based on Word Embeddings. For the first way, we extend the annotated set based on synonym lexicon to improve coverage of unknown words, and then search test words or characters split from unknown words in extended annotated set. For the second way, we broaden the words coverage by building a local words segmentation lexicon in the vector space model. The cosine similarity is used to measure the distance between the test word and the annotated word. According to the experimental results, the strategy based on the synonym lexicons is better than the one based on the word embeddings, and makes our group in upper grades among 20 teams approximately.

源语言英语
主期刊名Proceedings of the 2016 International Conference on Asian Language Processing, IALP 2016
编辑Minghui Dong, Chung-Hsien Wu, Yanfeng Lu, Haizhou Li, Yuen-Hsien Tseng, Liang-Chih Yu, Lung-Hao Lee
出版商Institute of Electrical and Electronics Engineers Inc.
312-316
页数5
ISBN(电子版)9781509009213
DOI
出版状态已出版 - 10 3月 2017
活动20th International Conference on Asian Language Processing, IALP 2016 - Tainan, 中国台湾
期限: 21 11月 201623 11月 2016

丛书

姓名Proceedings of the 2016 International Conference on Asian Language Processing, IALP 2016

会议

会议20th International Conference on Asian Language Processing, IALP 2016
国家/地区中国台湾
Tainan
时期21/11/1623/11/16

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