Sentiment value propagation for an integral sentiment dictionary based on commonsense knowledge

Hui Hsin Wu, Angela Charng Rurng Tsai, Richard Tzong Han Tsai, Jane Yung Jen Hsu

研究成果: 書貢獻/報告類型會議論文篇章同行評審

9 引文 斯高帕斯(Scopus)

摘要

With the rise of social media, sentiment analysis has become a popular research field in recent years. A sentiment dictionary plays an important role in sentiment analysis. To remedy the lack of Chinese sentiment dictionary, researches translate English sentiment dictionaries to Chinese before using them in their applications. However, cultural difference often causes such translations inaccurate. Moreover, some of the dictionaries have small vocabulary size and some of the dictionaries have only polarity labels or even no label instead of value labels. In the first part of the paper, we integrated several common sentiment dictionaries to get the sentiment seeds. Then, we proposed a self-training sentiment spreading activation to expand the sentiment values on Chinese ConceptNet. Finally, we derived iSentiDictionary, a Chinese sentiment dictionary with 28,248 concepts and corresponding sentiment values.

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主出版物標題Proceedings - 2011 Conference on Technologies and Applications of Artificial Intelligence, TAAI 2011
頁面75-81
頁數7
DOIs
出版狀態已出版 - 2011
事件16th Annual Conference on Technologies and Applications of Artificial Intelligence, TAAI 2011 - Chung-Li, Taiwan
持續時間: 11 11月 201113 11月 2011

出版系列

名字Proceedings - 2011 Conference on Technologies and Applications of Artificial Intelligence, TAAI 2011

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???event.eventtypes.event.conference???16th Annual Conference on Technologies and Applications of Artificial Intelligence, TAAI 2011
國家/地區Taiwan
城市Chung-Li
期間11/11/1113/11/11

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