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Issue title: Recent advancements in computer, communication and computational sciences
Guest editors: K.K. Mishra
Article type: Research Article
Authors: Piryani, Rajesha | Gupta, Vedikab | Singh, Vivek Kumarc; *
Affiliations: [a] Department of Comuter Science, South Asian University, New Delhi, India | [b] Department of Computer Science and Engineering, National Institute of Technology Delhi, Narela, Delhi, India | [c] Department of Computer Science, Banaras Hindu University, Varanasi, India
Correspondence: [*] Corresponding author. Vivek Kumar Singh, Department of Computer Science, Banaras Hindu University, Varanasi 221005, India. Tel.: +91 9971995005; E-mail: [email protected].
Abstract: This paper describes an integrated aspect level opinion summary generation system for movie reviews. The system, named as Movie Prism, analyses each movie review, locates aspect term in it, identifies opinion about those aspects and then generates a visual aspect based opinion summary of the movie in question. At present, the movie reviews and other related information is being automatically fetched from IMDb for all the movies released during the years 2010 to 2014. The system has an integrated crawler for this purpose. Further, ontology for the movie domain is created for better aspect identification. We have evaluated the system on three annotated movie review datasets. The system obtains good accuracy. Overall the designed system is capable of producing visual aspect level opinion summaries from unstructured textual reviews, without any need of training and results have a reasonable degree of accuracy.
Keywords: Aspect level sentiment analysis, linguistic approach, natural language processing (NLP), ontology
DOI: 10.3233/JIFS-169272
Journal: Journal of Intelligent & Fuzzy Systems, vol. 32, no. 5, pp. 3297-3311, 2017
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