2012 · 166 citations · 14 references
EngineeringSocial Medium MonitoringCommunicationMultimodal Sentiment AnalysisPublicised StreamSentiment AnalysisText MiningNatural Language ProcessingComputational Social ScienceSocial MediaData ScienceData MiningAffective ComputingLanguage StudiesContent AnalysisSocial Medium MiningOpinion MiningKnowledge DiscoverySocial ComputingSocial Medium DataOpinion AggregationBig Data
Opinion mining and sentiment analysis is a fast growing topic with various world applications, from polls to advertisement placement. Traditionally individuals gather feedback from their friends or relatives before purchasing an item, but today the trend is to identify the opinions of a variety of individuals around the globe using microblogging data. This paper discusses an approach where a publicised stream of tweets from the Twitter microblogging site are preprocessed and classified based on their emotional content as positive, negative and irrelevant; and analyses the performance of various classifying algorithms based on their precision and recall in such cases. Further, the paper exemplifies the applications of this research and its limitations.
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Leo Breiman · Machine Learning · 2001 · 119.3K citations · Full text
Bo Pang, Lillian Lee, Shivakumar Vaithyanathan · 2002 · 7K citations · Full text
Engineering, Maximum Entropy Classification, Multimodal Sentiment Analysis +18
Steven L. Salzberg, Alberto M. Segre · 1994 · 5.8K citations