Computer Science ›› 2015, Vol. 42 ›› Issue (6): 220-222.doi: 10.11896/j.issn.1002-137X.2015.06.046

Previous Articles     Next Articles

Approach of Cross-domain Word Sentiment Orientation Identification on Reviews

WU Fei, ZHANG Yu-hong and HU Xue-gang   

  • Online:2018-11-14 Published:2018-11-14

Abstract: The sentiment orientation identification for word is important for text sentiment classification.The existing efforts identify the sentiment orientation of target words according to the similarity of the target words and paradigm words with the assumption that there are some paradigm words.However,the ambiguity of emotion of paradigm words in different corpus affects the results of sentiment classification.We proposed a novel method for cross-domain word sentiment orientation identification based on extracting paradigm words and eliminating the ambiguity of paradigm words in the given corpus.More specifically,we first extracted the candidate paradigm words automatically in a labeled corpus,and then filtered the paradigm words those involve in ambiguity of emotion based on the co-occurrence matrix of paradigm words and target words in the target domain.Finally through computing the similarity of paradigm words and target words,we identified the sentiment orientation of target words.The experimental results demonstrate the effectiveness of our method.

Key words: Paradigm word,PMI,Cross-domain,Sentiment orientation,Ambiguity of emotion

[1] 王素格,李德玉,魏英杰,等.基于同义词的词汇情感倾向判别方法[J].中文信息学报,2009,23(5):68-74 Wang Su-ge,Li De-yu,Wei Ying-jie,et al.A Synonyms Based Word Sentiment Orientation Discriminating [J].Journal of Chinese Information Processing,2009,23(5):68-74
[2] Dai Liu-ling,Liu Bin,Xia Yu-ning.Measuring Semantic Similarity between Words Using HowNet[C]∥International Confe-rence on Computer Science and Information Technology.2008:601-605
[3] 朱嫣岚,阂锦,周雅倩,等.基于HowNet的词汇语义倾向计算[J].中文信息学报,2009,0(1):14-20 Zhu Yan-lan,Min Jin,Zhou Ya-qian,et al.Semantic Orientation Computing Based on HowNet [J].Journal of Chinese Information Processing,2009,0(1):14-20
[4] 赵妍妍,秦兵,刘挺.文本情感分析[J].Journal of Software,2010,1(8):1834-1848Zhao Yan-yan,Qin Bing,Liu Ting.Sentiment Analysis[J].Journal of Software,2010,1(8):1834-1848
[5] Kamps J,Marx M,Mokken R J,et al.Using WordNet to Mea-sure Semantic Orientations of Adjectives[C]∥Proc of LREC-04,4th Int Conf on Language Resources and Evaluation.Lisbon,2004:1115-1118
[6] Turney P D.Thumbs Up or Thumbs Down? Semantic Orientation Applied to Unsupervised Classification of Reviews[C]∥Proceedings of the 40th Annual Meeting of the Association Computational Linguistics(ACL).2002:417-424
[7] Turney P D,Littman,Michael L.Measuring praise and criti-cism:inference of semantic orientation from association[J].ACM Transactions on Information Systems,2003,1(4):315-346
[8] 宋晓雷,王素格,李红霞,等.基于概率浅语义分析的词汇情感倾向判别[J].中文信息学报,2011,5(2):89-93 Song Xiao-lei,Wang Su-ge,Li Hong-xia,et al.Word Sentiment Orientation Discrimination Based on PLSA [J].Journal of Chinese Information Processing,2011,5(2):89-93
[9] Takamura H,Inui T,Okumura M.Extracting Semantic Orienta-tion of Words Using Spin Model[C]∥Proc.Ann.Meeting of the Assoc.Computational Linguistics.2005:133-140
[10] Takamura H,Inui T,Okumura M.Extracting Semantic Orientation of Phrases from Dictionary[C]∥Proc.Conf.North Am.Ch.Assoc.for Computational Linguistics.2007:292-299
[11] 杜伟夫,谭松波,云晓春,等.一种新的情感词汇语义倾向计算方法[J].计算机研究与发展,2009,6(10):1713-1720 Du Wei-fu,Tan Song-bo,Yun Xiao-chun,et al.A New Method to Compute Semantic Orientation [J].Journal of Computer Research and Development,2009,6(10):1713-1720
[12] Yoshida Y,Hirao T,Iwata T,et al.Transfer Learning for Multiple-Domain Sentiment Analysis-Identifying Domain Dependent/Independent Word Polarity[C]∥Proceedings of the Twenty-Fifth AAAI Conference on Artificial Intelligence.2011:1286-1291
[13] Mladenic D,Grobelnik M.Feature selection for classificationbased on text hierarchy[C]∥Proceedings of the Conference on Automated Learning and Discovery(CONALD-98).1998
[14] Bollegala D,Weir D,Carroll J.Cross-Domain Sentiment Classification Using a Sentiment Sensitive Thesaurus[J].IEEE Transactions on Knowledge and Data Engineering,2013,5(8):1719-1731
[15] Pantel P,Ravichandran D.Automatically Labeling SemanticClasses[C]∥Proc.Conf.North Am.Ch.Assoc.for Computational Linguistics:Human Language Technologies.2004:321-328
[16] Blitzer J,Dredze M,Pereira F.Biographies,bollywood,boom-boxes and blenders:Domain adaptation for sentiment classification[C]∥Proceedings of the 45th Annual Meeting of the Association of Computational Linguistics.2007:432-439

No related articles found!
Viewed
Full text


Abstract

Cited

  Shared   
  Discussed   
No Suggested Reading articles found!