2013 · 47 citations · 12 references
ComputingComputer ScienceMachine LearningNatural Language ProcessingText AnalyticsAspect AnalysisClassificationOpinion MiningSentiment AnalysisSupport Vector MachinesText MiningAspect ExtractionConsumer Opinion MiningOpinion ExtractionPolarity DetectionSentiment ClassificationSupport Vector Machine ClassificationTextual Sentiment AnalysisTraining
Sentiment Analysis involves the process of identifying the polarity of opinionated texts. Lots of social networking sites are being used for expressing thoughts and opinions by users to rate products. These user opinionated text is highly unstructured in nature and thus involves the application of various natural language processing techniques. In aspect based sentiment analysis, the various features of a product is identified through the training process. For e.g. the aspects of a camera are picture quality, size, resolution etc. The quantitative analysis of each aspect is done using support vector machine classifier. In most of the previous works, a product review is analysed as a whole rather than considering each aspect of it. Aspect based opinion mining is tedious since the identification of individual features is in itself a challenging task.
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George A. Miller · Communications of the ACM · 1995 · 14.1K citations · Full text
Mining and summarizing customer reviews
Minqing Hu, Bing Liu · 2004 · 7.7K citations
Making Large-Scale SVM Learning Practical
Thorsten Joachims · Technical reports · 2006 · 4.3K citations · Full text
SENTIWORDNET: A Publicly Available Lexical Resource for Opinion Mining
Andrea Esuli, Fabrizio Sebastiani · 2006 · 2.5K citations · Full text