Identifying the Opinion Orientation of Online Product Reviews at Feature Level: A Pruning Approach

Nilanshi Chauhan, Pardeep Singh
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引用次数: 1

Abstract

Thisarticledescribeshowe-commercehasbecomesovastthatalmosteveryproductandservice canbepurchasedonline, tobedeliveredatourdoorsteps.Thishas led to a striking increase in thenumberofonlinecustomers. Inanattempt tomake theonlineshoppingmoreappealingand transparenttotheonlinecustomers, thee-retailersallowtheircustomerstoexpresstheiropinion aboutthepurchasedproductsandservices.Recently,analysisofsuchonlinereviewshasbecomean activetopicofresearch.Thisisbecauseitisofimmenseconcerntovariousstakeholdersvs.online merchants,potentialcustomersandthemanufacturersoftheparticularproductorserviceproviders. Thepresentarticleaddressestheproblemofsummarizationofsuchopinionsexpressedonlineand aimstocreateanorganizedfeature-basedsummaryasasolution.Theproposedsystemdependson thefrequencyofoccurrencesofthepotentialfeatures.Anumberofpruningmethodsareapplied inordertoobtainthefinalfeaturesetandsentimentanalysishasbeendoneforeachsuchfeature. KeywORDS Feature Extraction, Feature Pruning, Opinion Words, Sentiment Analysis, Summarization
在特征层次上识别在线产品评论的意见导向:一种修剪方法
Thisarticledescribeshowe-commercehasbecomesovastthatalmosteveryproductandservice canbepurchasedonline, tobedeliveredatourdoorsteps。Thishas导致了thenumberofonlinecustomers的惊人增长。> Inanattempt tomake theonlineshoppingmoreappealingand transparenttotheonlinecustomers, > thee-retailersallowtheircustomerstoexpresstheiropinion aboutthepurchasedproductsandservices。Recently,analysisofsuchonlinereviewshasbecomean activetopicofresearch.Thisisbecauseitisofimmenseconcerntovariousstakeholdersvs。online商家,potentialcustomersandthemanufacturersoftheparticularproductorserviceproviders。Thepresentarticleaddressestheproblemofsummarizationofsuchopinionsexpressedonlineand aimstocreateanorganizedfeature-basedsummaryasasolution。Theproposedsystemdependson thefrequencyofoccurrencesofthepotentialfeatures。Anumberofpruningmethodsareapplied inordertoobtainthefinalfeaturesetandsentimentanalysishasbeendoneforeachsuchfeature。关键词特征提取,特征修剪,意见词,情感分析,总结
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