Chinese subjectivity detection using a sentiment density-based naive Bayesian classifier

2010 International Conference on Machine Learning and Cybernetics, ICMLC 2010

Volumn 6, Issue , 2010, Pages 3299-3304

  Wang, Xin ^a   Fu, Guo Hong ^a  

^a HEILONGJIANG UNIVERSITY   (China)

Author keywords

Naive Bayesian classifier; Sentiment density; Sentiment density subinterval; Subjectivity detection

Indexed keywords

EID: 78149305205     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICMLC.2010.5580700     Document Type: Conference Paper

References (13)

1. B. Liu, "Sentiment analysis and subjectivity", To appear in Handbook of Natural Language Processing (Second Edition), 2010.
2. B. Pang, and L. Lee, "Opinion mining and sentiment analysis", Foundations and Trends in Information Retrieval, Vol.2, No.1-2, pp.1-135, 2008.
3. Y. Seki, D. K. Evans, L.-W. Ku, H.-H. Chen, N. Kando, and C.-Y. Lin, "Overview of opinion analysis pilot task at NTCIR-6", Proc. of NTCIR-6 Workshop Meeting, Tokyo, Japan, pp.265-278, 2007.
4. H. Yu, and V. Hatzivassiloglou, "Towards answering opinion questions: Separating facts from opinions and identifying the polarity of opinion sentences", Proc. of EMNLP '03, pp.129-136, 2003.
5. B. Pang, and L. Lee, "A Sentimental education: sentiment analysis using subjectivity summarization based on minimum cuts", Proc. of ACL'04, Barcelona, Spain, pp.271-278, 2004.
6. V. Hatzivassiloglou, and J. Wiebe, "Effects of adjective orientation and gradability on sentence subjectivity", Proc. of ACL'00, pp. 299-305, 2000.
7. E. Riloff, J. Wiebe, and W. Phillips, "Learning subjective nouns using extraction pattern bootstrapping", Proc. of CoNLL '03, pp.25-3, 2003.
8. J. Wiebe, and R. Mihalcea, "Word sense and subjectivity", Proc. of ACL/COLING '06, Sydney, Australia, pp.1065-1072, 2006.
9. C. Akkaya, and J. Wiebe, "Subjectivity word sense disambiguation", Proceedings of EMNLP '09, pp.190-199, 2009.
10. E. Riloff, J. Wiebe, and W. Phillips, "Exploiting subjectivity classification to improve information extraction", Proc. of AAAI '05, pp.1106-1111, 2005.
11. N. Jindal, and B. Liu, "Identifying comparative sentences in text documents", Proc. of SIGIR '06, Seattle, Washington, USA, pp.244-251, 2006.
12. G. Fu, C. Kit, and J. Webster, "Chinese word segmentation as morpheme-based lexical chunking", Information Sciences, Vol.178, No.9, pp.2282-2296, 2008.
13. G. Fu, and K.-K. Luke, "Chinese named entity recognition using lexicalized HMMs", ACM SIGKDD Explorations Newsletter, Vol.7, No.1, pp.19-25, 2005.