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A sentimental education: Sentiment analysis using subjectivity summarization based on minimum cuts Export

In In Proceedings of the ACL (2004), pp. 271-278.

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sentiment

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Sentiment analysis seeks to identify the viewpoint (s) underlying a text span; an example application is classifying a movie review as "thumbs up" or "thumbs down". To determine this sentiment polarity, we propose a novel machine-learning method that applies text-categorization techniques to just the subjective portions of the document. Extracting these portions can be implemented using efcient techniques for nding minimum cuts in graphs; this greatly facilitates incorporation of cross-sentence contextual constraints.


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