Extraction of Sentiments in Tamil Sentences Using Deep Learning

dc.contributor.authorLoganathan, Hirushayini
dc.contributor.authorSakuntharaj, Ratnasingam
dc.date.accessioned2022-10-31T07:27:47Z
dc.date.available2022-10-31T07:27:47Z
dc.date.issued2022
dc.description.abstractSentiment analysis is the process of extracting information from the given text in which the text consists of various sensations such as happiness, perturbation, pride, worry, and so on about various functions, human beings, systems, and facts. Sentimental analysis or opinion mining uses data mining and natural language processing techniques to discover, retrieve and filter the information and opinions from the World Wide Web’s vast textual information. The sentiment analysers for European languages and some Indic languages are fully developed. However, Tamil, which is an under-resourced language with rich morphology, has not experienced these advancements. A few experiments have been conducted to determine the sentiments for Tamil text. An approach to doing the sentiment analysis for the Tamil language is proposed in this paper. The proposed approach uses Long Short-Term Memory, Convolutional Neural networks, and simple Deep Neural Network techniques. Test results show that the Long Short-Term Memory-based deep learning model performs well than the Convolutional Neural Network and simple Deep Neural Network for sentiment analysis of Tamil language with 94.10% accuracy.en_US
dc.identifier.citationLoganathan Hirushayini; Sakuntharaj Ratnasingam (2022), Extraction of Sentiments in Tamil Sentences Using Deep Learning, International Research Conference on Smart Computing and Systems Engineering (SCSE 2022), Department of Industrial Management, Faculty of Science, University of Kelaniya Sri Lanka. 9-13.en_US
dc.identifier.urihttp://repository.kln.ac.lk/handle/123456789/25394
dc.publisherDepartment of Industrial Management, Faculty of Science, University of Kelaniya Sri Lankaen_US
dc.subjectBLSTM, deep learning, sentiment analysis, Tamilen_US
dc.titleExtraction of Sentiments in Tamil Sentences Using Deep Learningen_US

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