Sentiment analysis in a movie review is the needs of today lifestyle. Unfortunately, enormous features make the sentiment of\nanalysis slow and less sensitive. Finding the optimum feature selection and classification is still a challenge. In order to handle an\nenormous number of features and provide better sentiment classification, an information-based feature selection and classification\nare proposed.Theproposed method reducesmore than 90%unnecessary featureswhile the proposed classification scheme achieves\n96% accuracy of sentiment classification. From the experimental results, it can be concluded that the combination of proposed\nfeature selection and classification achieves the best performance so far.
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