2019 · 76 citations · 9 references
EngineeringBusiness IntelligenceMultimodal Sentiment AnalysisBusiness AnalyticsCorpus LinguisticsSentiment AnalysisText MiningNatural Language ProcessingSupport Vector MachineCustomer ReviewInformation RetrievalData ScienceManagementAffective ComputingDocument ClassificationContent AnalysisOpinion MiningIntelligent ClassificationMarketingE-commerce ApplicationInteractive MarketingReal-time Sentiment AnalysisOpinion Aggregation
Opinion mining is one of the most important tasks of natural language processing, which is also known as sentiment analysis, used to identify about what people have an impression about their services and products in social media platforms. To improve marketing strategies using product reviews, an effective method should be used for predicting the sentiment polarity. In this research article, a Machine learning technique called Support Vector Machine (SVM) is used to design a model and this model has been implemented on an E-commerce application. The data used in this study are online product reviews which are collected from Amazon.com. The experiments of sentiment analysis are performed for two levels of categorization: review level and sentence level. The main focus of this paper is to present a real-time sentimental analysis on the product reviews of e-commerce application so that the user experience can be enhanced.
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Marti A. Hearst, Susan Dumais, E. Osuna et al. · IEEE Intelligent Systems and their Applications · 1998 · 6.7K citations
Ruining He, Julian McAuley · 2016 · 1.4K citations
Sentiment analysis using product review data
Xing Fang, Justin Zhan · Journal Of Big Data · 2015 · 770 citations · Full text
Engineering, Business Intelligence, Multimodal Sentiment Analysis +20