Sentiment classification for online comments based on intuitionistic fuzzy reasoning
Haifeng Wang, Xiangqian Feng, Gang Qian · Computer Engineering and Applications Journal · 2013
An approach of sentiment classification for online comments based on intuitionistic fuzzy reasoning is presented on the basis of the analysis of characteristics of sentiment classification. The approach employs membership function, non-membership function and hesitant function to depict uncertainties of features, quantitatively, by sample training, as well as sentiment expressions influenced by adverbs of degree, conjunctions and negative words are considered. Then the semantic orientation of a text is synthesized on the level of phrases, sentences and texts in sequence by means of aggregations of intuitionistic fuzzy information of features. The validity and high performance of the presented approach is testified when comparable experiments are done using public corpus.