Publication: Sentiment classification of Sinhala content in social media
| dc.contributor.author | Jayasuriya, P | |
| dc.contributor.author | Ekanayake, S | |
| dc.contributor.author | Munasinghe, R | |
| dc.contributor.author | Kumarasinghe, B | |
| dc.contributor.author | Weerasinghe, I | |
| dc.contributor.author | Thelijjagoda, S | |
| dc.date.accessioned | 2022-02-25T05:56:09Z | |
| dc.date.available | 2022-02-25T05:56:09Z | |
| dc.date.issued | 2020-09-24 | |
| dc.description.abstract | In this study, we focus on the classification of Sinhala social media sentiments into positive and negative classes for a particular domain (sports). We have employed machine learning algorithms and lexicon-based sentiment classification methods. We also consider a hybrid approach by constructing an ensemble classifier in which we combine Machine Learning and Lexicon based methods. For individual methods, machine learning algorithms performed best in terms of accuracy. The ensemble classifier was able to improve performance further. | en_US |
| dc.identifier.citation | P. Jayasuriya, S. Ekanayake, R. Munasinghe, B. Kumarasinghe, I. Weerasinghe and S. Thelijjagoda, "Sentiment classification of Sinhala content in social media," 2020 International Research Conference on Smart Computing and Systems Engineering (SCSE), 2020, pp. 136-141, doi: 10.1109/SCSE49731.2020.9313023. | en_US |
| dc.identifier.doi | 10.1109/SCSE49731.2020.9313023 | en_US |
| dc.identifier.issn | 2613-8662 | |
| dc.identifier.uri | https://rda.sliit.lk/handle/123456789/1401 | |
| dc.language.iso | en | en_US |
| dc.publisher | IEEE | en_US |
| dc.relation.ispartofseries | 2020 International Research Conference on Smart Computing and Systems Engineering (SCSE);Pages 136-141 | |
| dc.subject | Sentiment classification | en_US |
| dc.subject | Sinhala content | en_US |
| dc.subject | social media | en_US |
| dc.title | Sentiment classification of Sinhala content in social media | en_US |
| dc.type | Article | en_US |
| dspace.entity.type | Publication |
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