Abstract
Semantic Orientation refers to the positive or negative attitude, standpoint or opinion on a certain person, object or affair. It is of degree diversity and combinability. Rule-based computation of SO for Chinese sentence, after pre-processing the input sentence in lexical and dependency syntax analysis, takes advantage of the syntax analysis results and combines the pre-compiled dictionary resources to apply classification, recognition, combination, computation and disambiguation rules step by step respectively to the tasks of subjectiveness and objectiveness classification, SO discrimination and SO computation. Experiment on this approach achieves an accuracy of 78.25%, proving its effectiveness and validity.
Keywords
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Osgood, C.E., Suci, G.J., Tannenbaum, P.H.: The Measurement of Meaning. University of Illinois Press, Urbana (1957)
Pang, B., Lee, L.: Seeing stars: Exploiting class relationships for sentiment categorization with respect to rating scales. In: Proceedings of ACL 2005, Ann Arbor, MI, USA, pp. 115–124 (2005)
Wilson, T., Wiebe, J., Hwa, R.: Just how mad are you? Finding strong and weak opinion clauses. In: Proceedings of the 19th National Conference on Artifical Intelligence (AAAI 2004), San Jose, CA, USA, pp. 761–769 (2004)
Hatzivassiloglou, V., McKeown, K.R.: Predicting the Semantic Orientation of Adjectives. In: Proceedings of the 35th Annual Meeting of the Association for Computational Linguistics, Madrid, Spain, pp. 174–181 (1997)
Turney, P.D.: Thumbs Up or Thumbs Down? Semantic Orientation Applied to Unsupervised Classification of Reviews. In: Proceedings of the 40th Annual Meeting of the Association for Computational Linguistics, USA, pp. 417–424 (2002)
Ding, X., Liu, B., Yu, P.S.: A holistic lexicon-based approach to opinion mining. In: Proceedings of the International Conference on Web Search and Web Data Mining (WSDM 2008), NY, USA, pp. 231–240 (2008)
Taboada, M., Brooke, J., et al.: Lexicon-Based Methods for Sentiment Analysis. Computational Linguistics 37(2), 267–307 (2011)
TSou, B., et al.: Polarity classification of celebrity coverage in the Chinese Press. In: Proceeding of the 2005 International Conference on Intelligence Analysis, pp. 137–142 (2005)
Zhu, Y., et al.: Semantic Orientation Computing Based on HowNet. Journal of Chinese Information Processing 20(1), 14–20 (2006)
Li, D., et al.: Text Sentiment Classification Based on Phrase Patterns. Computer Science 35(4), 132–134 (2008)
Wang, S., et al.: Research on sentence sentiment classification based on Chinese sentiment word table. Computer Engineering and Applications 45(24), 153–155 (2009)
Dang, L., et al.: Method of discriminant for Chinese sentence sentiment orientation. Application Research of Computers 27(4), 1370–1372 (2010)
Zhao, Y., et al.: Syntactic Path Based Appraisal Expression Recognition. Journal of Softwares 21(8), 1834–1848 (2010)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2013 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Yang, J., Hou, M. (2013). Rule-Based Computation of Semantic Orientation for Chinese Sentence. In: Ji, D., Xiao, G. (eds) Chinese Lexical Semantics. CLSW 2012. Lecture Notes in Computer Science(), vol 7717. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-36337-5_22
Download citation
DOI: https://doi.org/10.1007/978-3-642-36337-5_22
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-642-36336-8
Online ISBN: 978-3-642-36337-5
eBook Packages: Computer ScienceComputer Science (R0)