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Rule-Based Computation of Semantic Orientation for Chinese Sentence

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Chinese Lexical Semantics (CLSW 2012)

Part of the book series: Lecture Notes in Computer Science ((LNAI,volume 7717))

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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.

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References

  1. Osgood, C.E., Suci, G.J., Tannenbaum, P.H.: The Measurement of Meaning. University of Illinois Press, Urbana (1957)

    Google Scholar 

  2. 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)

    Google Scholar 

  3. 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)

    Google Scholar 

  4. 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)

    Google Scholar 

  5. 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)

    Google Scholar 

  6. 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)

    Google Scholar 

  7. Taboada, M., Brooke, J., et al.: Lexicon-Based Methods for Sentiment Analysis. Computational Linguistics 37(2), 267–307 (2011)

    Article  Google Scholar 

  8. 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)

    Google Scholar 

  9. Zhu, Y., et al.: Semantic Orientation Computing Based on HowNet. Journal of Chinese Information Processing 20(1), 14–20 (2006)

    Google Scholar 

  10. Li, D., et al.: Text Sentiment Classification Based on Phrase Patterns. Computer Science 35(4), 132–134 (2008)

    Google Scholar 

  11. Wang, S., et al.: Research on sentence sentiment classification based on Chinese sentiment word table. Computer Engineering and Applications 45(24), 153–155 (2009)

    Google Scholar 

  12. Dang, L., et al.: Method of discriminant for Chinese sentence sentiment orientation. Application Research of Computers 27(4), 1370–1372 (2010)

    Google Scholar 

  13. Zhao, Y., et al.: Syntactic Path Based Appraisal Expression Recognition. Journal of Softwares 21(8), 1834–1848 (2010)

    Article  Google Scholar 

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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

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  • 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)

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