2009 · 36 citations · 12 references
ComputingComputer ScienceComputational LinguisticsMachine LearningNatural Language ProcessingClassificationMoodOpinion MiningSentiment AnalysisText Feature EngineeringText MiningAffect ClassificationAffective FeaturesAffective PolarityPolarity ClassificationSentiment ClassificationSentiment FeaturesTextual Sentiment AnalysisTweet Sentiment Analysis
In this paper we explore the task of mood classification for blog postings. We propose a novel approach that uses the hierarchy of possible moods to achieve better results than a standard machine learning approach. We also show that using sentiment orientation features improves the performance of classification. We used the Livejournal blog corpus as a dataset to train and evaluate our method.
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Opinion Mining and Sentiment Analysis
Bo Pang, Lillian Lee · Foundations and Trends® in Information Retrieval · 2008 · 6.2K citations
ConceptNet — A Practical Commonsense Reasoning Tool-Kit
H Liu, Pankaj Kumar Singh · BT Technology Journal · 2004 · 1.6K citations
Determining the sentiment of opinions
Soo-Min Kim, Eduard Hovy · 2004 · 1.5K citations · Full text