Abstract
Commonsense knowledge usually exists in standard human to human communication, and it is very helpful to most of natural language processing works. However, Chinese commonsense knowledge, especially emotion commonsense knowledge, is still an urgent demand. In this paper, we try to construct a Chinese emotion commonsense knowledge base, which optimizes the existed structure of emotion commonsense knowledge base. First, emotion commonsense are collected and extracted from corpus, then HowNet and Tongyici Cilin are used to expand its scale, finally manually labeled and verified annotation quality are completed. The experiment results on the corpus and dataset show that the Chinese emotion commonsense knowledge base is helpful to improve the results of text polarity and emotion classification to some degree and it can be used in other emotion analysis work.
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References
Liu, B.: Sentiment analysis: mining opinions, sentiments, and emotions. Comput. Linguist. 42(3), 1–4 (2016)
Pang, B., Lee, L., Vaithyanathan, S.: Thumbs up? sentiment classification using machine learning techniques. In: Proceedings of the ACL-02 Conference on Empirical Methods in Natural Language Processing, vol. 10, pp. 79–86. Association for Computational Linguistics (2002)
Xu, L.H., Lin, H.F.: Discourse affective computing based on semantic features and ontology. J. Comput. Res. Dev. 44(S2), 356–360 (2007). (in Chinese)
Jiang, L., Yu, M., Zhou, M., et al.: Target-dependent Twitter sentiment classification. In: Proceedings of the Association for Computational Linguistics: Human Language Technologies, pp. 151–160 (2011)
Chen, J.M., Lin, H.F.: Constructing the affective commonsense knowledgebase. J. China Soc. Sci. Tech. Inf. 28(4), 492–498 (2009). (in Chinese)
Yang, L., Lin, H.: Construction and application of Chinese emotional corpus. In: Ji, D., Xiao, G. (eds.) CLSW 2012. LNCS (LNAI), vol. 7717, pp. 122–133. Springer, Heidelberg (2013). https://doi.org/10.1007/978-3-642-36337-5_14
Xu, L.H., Lin, H.F., et al.: Constructing the affective lexicon ontology. J. China Soc. Sci. Tech. Inf. 27(2), 180–185 (2008). (in Chinese)
Tan, S., Zhang, J.: An empirical study of sentiment analysis for Chinese documents. Expert Syst. Appl. 34(4), 2622–2629 (2008)
Acknowledgement
This research is supported by the National Natural Science Foundation of China (No: 61702080), the Fundamental Research Funds for the Central Universities (No. DUT17RC(3)016), Postdoctoral Science Foundation of China (2018M631788).
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Yang, L., Zhou, F., Lin, H., Wang, J., Zhang, S. (2018). Chinese Emotion Commonsense Knowledge Base Construction and Its Application. In: Hong, JF., Su, Q., Wu, JS. (eds) Chinese Lexical Semantics. CLSW 2018. Lecture Notes in Computer Science(), vol 11173. Springer, Cham. https://doi.org/10.1007/978-3-030-04015-4_11
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DOI: https://doi.org/10.1007/978-3-030-04015-4_11
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