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Towards this target, the current article proposes an approach for sentiment analysis of sentences where figurative language plays a dominant role. This approach applies Word Sense Disambiguation aiming to assign polarity to word senses rather than tokens. Sentence polarity is determined using the individual polarities for metaphorical senses as well as other contextual information. Experimental evaluation shows that the proposed method achieves high scores in comparison with other state-of-the-art approaches tested on the same corpora. Finally, experimental results provide supportive evidence that this method is also well suited for corpora consisting of literal and figurative language sentences.<\/jats:p>","DOI":"10.1145\/2382434.2382436","type":"journal-article","created":{"date-parts":[[2012,11,27]],"date-time":"2012-11-27T14:28:54Z","timestamp":1354026534000},"page":"1-31","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":14,"title":["Investigating Metaphorical Language in Sentiment Analysis"],"prefix":"10.1145","volume":"9","author":[{"given":"Vassiliki","family":"Rentoumi","sequence":"first","affiliation":[{"name":"National Centre for Scientific Research, Demokritos, Institute of Informatics and Telecommunications, Greece and University of the Aegean"}]},{"given":"George A.","family":"Vouros","sequence":"additional","affiliation":[{"name":"University of Piraeus"}]},{"given":"Vangelis","family":"Karkaletsis","sequence":"additional","affiliation":[{"name":"National Centre for Scientific Research, Demokritos, Institute of Informatics and Telecommunications, Greece"}]},{"given":"Amalia","family":"Moser","sequence":"additional","affiliation":[{"name":"National Kapodistrian University of Athens"}]}],"member":"320","published-online":{"date-parts":[[2012,11]]},"reference":[{"volume-title":"Proceedings of the 4th International Workshop on Semantic Evaluations (SemEval). 119--120","author":"Andreevskaia A.","key":"e_1_2_1_1_1","unstructured":"Andreevskaia , A. and Bergler , S . 2007. Clac and clac-nb: Knowledge-based and corpus-based approaches to sentiment tagging . In Proceedings of the 4th International Workshop on Semantic Evaluations (SemEval). 119--120 . Andreevskaia, A. and Bergler, S. 2007. Clac and clac-nb: Knowledge-based and corpus-based approaches to sentiment tagging. In Proceedings of the 4th International Workshop on Semantic Evaluations (SemEval). 119--120."},{"volume-title":"Proceedings of ACL HLT. 290--298","author":"Andreevskaia A.","key":"e_1_2_1_2_1","unstructured":"Andreevskaia , A. and Bergler , S . 2008. When specialists and generalists work together: Overcoming domain dependence in sentiment tagging . In Proceedings of ACL HLT. 290--298 . Andreevskaia, A. and Bergler, S. 2008. When specialists and generalists work together: Overcoming domain dependence in sentiment tagging. 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The semantics of the affective lexicon. In Cognitive Perspectives on Emotion and Motivation . V. Hamilton G. H. Bower and N. H. Frijda Eds. 367--397.","DOI":"10.1007\/978-94-009-2792-6_15"},{"key":"e_1_2_1_7_1","doi-asserted-by":"publisher","DOI":"10.1037\/0022-3514.53.4.751"},{"key":"e_1_2_1_8_1","volume-title":"Proceedings of LREC.","volume":"6","author":"Esuli A.","unstructured":"Esuli , A. and Sebastiani , F . 2006. Sentiwordnet: A publicly available lexical resource for opinion mining . In Proceedings of LREC. Vol. 6 . 417--422. Esuli, A. and Sebastiani, F. 2006. Sentiwordnet: A publicly available lexical resource for opinion mining. In Proceedings of LREC. Vol. 6. 417--422."},{"key":"e_1_2_1_9_1","doi-asserted-by":"publisher","DOI":"10.1207\/s15327868ms0204_2"},{"key":"e_1_2_1_10_1","doi-asserted-by":"crossref","unstructured":"Fauconnier G. and Turner M. 2008. Rethinking metaphor. In Cambridge Handbook of Metaphor and Thought. R. Gibbs Ed. 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Strapparava, C. and Mihalcea, R. 2007. SemEval-2007 Task 14: Affective Text. In Proceedings of the International Workshop on Semantic Evaluations (SemEval). 70--74."},{"key":"e_1_2_1_43_1","unstructured":"Veale T. 2004. A Non-Distribution Approach to Polysemy Detection in Wordnet. Veale T. 2004. A Non-Distribution Approach to Polysemy Detection in Wordnet ."},{"volume-title":"Proceedings of the LREC Workshop on Sentiment Analysis: Emotion, Metaphor, Ontology and Terminology (EMOT). 102--107","author":"Wallington A.","key":"e_1_2_1_44_1","unstructured":"Wallington , A. , Agerri , R. , Barnden , J. , Lee , M. , and Rumbell , T . 2008. Affect transfer by metaphor for an intelligent conversational agent . In Proceedings of the LREC Workshop on Sentiment Analysis: Emotion, Metaphor, Ontology and Terminology (EMOT). 102--107 . Wallington, A., Agerri, R., Barnden, J., Lee, M., and Rumbell, T. 2008. Affect transfer by metaphor for an intelligent conversational agent. 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