A Smart Sentiment Analysis System in Word, Sentence and Text Level

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Abstract:

Recently, sentiment analysis of text is becoming a hotspot in the study of natural language processing, which has drawn interesting attention due to its research value and extensive applications. This paper introduces a smart sentiment analysis system, which is to satisfy three aspects of sentiment analysis requirement. These are Chinese sentiment word recognition and analysis, sentiment related element extraction and text orientation analysis. Promising results and analysis are presented at the end of this paper.

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338-342

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September 2011

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[1] Zhao YY, Qin B, Liu T, A Survey of Sentiment Analysis, Journal of Software, Vol. 21, No. 8, 1834-1848, (2010).

Google Scholar

[2] Huang XJ, Zhao J. Sentiment Analysis for Chinese Text. Communications of CCF, 4(2), (2008).

Google Scholar

[3] Rao D, Ravichandran D. Semi-supervised Polarity Lexicon Induction. In: Proceedings of EACL-2009, pp.675-682, (2009).

DOI: 10.3115/1609067.1609142

Google Scholar

[4] Wiebe J. Learning Subjective Adjectives from Corpora. In: Proceedings of AAAI. (2000).

Google Scholar

[5] Kim SM, Hovy E. Automatic Detection of Opinion Bearing Words and Sentences. In: Proceedings of IJCNLP-2005, pp.61-66, (2005).

Google Scholar

[6] Yao TF, Peng SW. A Study of the Classification approach for Chinese Subjective and Objective Texts. In: Proceedings of the NCIRCS-2007, pp.117-123, 2007. (in Chinese with English abstract).

Google Scholar

[7] Pang B, Lee L. A Sentimental Education: Sentiment Analysis Using Subjectivity Summarization Based on Minimum Cuts. In: Proceedings of ACL-2004, pp.271-278, (2004).

DOI: 10.3115/1218955.1218990

Google Scholar

[8] Hu MQ, Liu B. Mining and Summarizing Customer Reviews. In: Proceedings of KDD-2004, pp.168-177, (2004).

Google Scholar

[9] Turney P. Thumbs up Or Thumbs Down? Semantic Orientation Applied to Unsupervised Classification of Reviews. In: Proceedings of ACL-2002, pp.417-424, (2002).

DOI: 10.3115/1073083.1073153

Google Scholar

[10] Pang B , Lee L, Vaithyanathan S. Thumbs Up? Sentiment Classification Using Machine Learning Techniques. In: Proceedings of EMNLP-2002, pp.79-86, (2002).

DOI: 10.3115/1118693.1118704

Google Scholar

[11] Information on http: /ir. dcs. gla. ac. uk/wiki/TREC-BLOG.

Google Scholar

[12] Information on http: /research. nii. ac. jp/ntcir.

Google Scholar

[13] Zhao J, Xu HB, Huang XJ. Overview of Chinese Opinion Analysis Evaluation 2008. COAE2008, 1-20, (2008).

Google Scholar