Building Chinese affective resources in valence-arousal dimensions

Liang Chih Yu, Lung Hao Lee, Shuai Hao, Jin Wang, Yunchao He, Jun Hu, K. Robert Lai, Xuejie Zhang

研究成果: 書貢獻/報告類型會議論文篇章同行評審

112 引文 斯高帕斯(Scopus)

摘要

An increasing amount of research has recently focused on representing affective states as continuous numerical values on multiple dimensions, such as the valence-arousal (VA) space. Compared to the categorical approach that represents affective states as several classes (e.g., positive and negative), the dimensional approach can provide more fine-grained sentiment analysis. However, affective resources with valence-arousal ratings are still very rare, especially for the Chinese language. Therefore, this study builds 1) an affective lexicon called Chinese valence-arousal words (CVAW) containing 1,653 words, and 2) an affective corpus called Chinese valence-arousal text (CVAT) containing 2,009 sentences extracted from web texts. To improve the annotation quality, a corpus cleanup procedure is used to remove outlier ratings and improper texts. Experiments using CVAW words to predict the VA ratings of the CVAT corpus show results comparable to those obtained using English affective resources.

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主出版物標題2016 Conference of the North American Chapter of the Association for Computational Linguistics
主出版物子標題Human Language Technologies, NAACL HLT 2016 - Proceedings of the Conference
發行者Association for Computational Linguistics (ACL)
頁面540-545
頁數6
ISBN(電子)9781941643914
DOIs
出版狀態已出版 - 2016
事件15th Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, NAACL HLT 2016 - San Diego, United States
持續時間: 12 6月 201617 6月 2016

出版系列

名字2016 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, NAACL HLT 2016 - Proceedings of the Conference

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???event.eventtypes.event.conference???15th Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, NAACL HLT 2016
國家/地區United States
城市San Diego
期間12/06/1617/06/16

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