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Sokolova, M., and G. Lapalme, "Verbs Speak Loud: Verb Categories in Learning Polarity and Strength of Opinions", Proceedings of the 20th Canadian Conference on Artificial Intelligence (AI 2008),, vol. 5032, Windsor, pp. 320–331, may, 2008. pdf
Sokolova, M., and G. Lapalme, "Verbs as the most affective words", Proceedings of the international Symposium on Affective Language in Human and Machine, UK, Scotland, Aberdeen, pp. 73–76, apr, 2008. pdf
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Sokolova, M., V. Nastase, and S. Szpakowicz, "The Telling Tail: Signals of Success in Electronic Negotiation Texts", Proceedings of the Third International Joint Conference on Natural Language Processing (IJCNLP 2008), India, Hyderabad, pp. 257–264, 2008. pdf
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Sokolova, M., and G. Lapalme, "A Systematic Analysis of Performance Measures for Classification Tasks", Information Processing and Management, vol. 45, no. 4, pp. 427-437, jul, 2009. pdf
Sokolova, M., and S. Szpakowicz, "Strategies and Language Trends in Learning Success and Failure of Negotiation", Group Decision and Negotiation,, vol. 16, pp. 469–484, 2007. pdf
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Shah, M., M. Sokolova, and S. Szpakowicz, "Process-Specific Information for Learning Electronic Negotiation Outcomes", Fundamenta Informaticae,, vol. 74, 2006.
Sokolova, M., and G. Lapalme, "Performance Measures in Classification of Human Communications", Proceedings of the 20th Canadian Conference on Artificial Intelligence, pp. 159-170, 2007. pdf
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Sokolova, M., and G. Lapalme, "Opinion Learning without Emotional Words", Canadian AI'2009 the 22nd Canadian Conference on Artificial Intelligence, Kelowna, British Columbia, Springer-Verlag, pp. 253-256, may, 2009. pdf
Sokolova, M., and G. Lapalme, "Opinion Classification with Non-affective Adjectives and Adverbs", Proceedings of the International Conference on Recent Advances in Natural Language Processing (RANLP'2009), Borovets, Bulgaria, sep, 2009. pdf
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Sokolova, M., and G. Lapalme, "Learning opinions in user-generated Web content", Natural Language Engineering, vol. 17, no. 4, pp. 541-567, mar, 2011. pdf
Nastase, V., J. Sayyad-Shirabad, M. Sokolova, and S. Szpakowicz, "Learning Noun-Modifier Semantic Relations with Corpus-based and WordNet-based Features", Proceedings of the 21st National Conference on Artificial Intelligence (AAAI 2006), 2006. pdf
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Sokolova, M., and G. Lapalme, "Informativeness for Prediction of Negotiation Outcomes", Proceedings of the 7th international conference on Group Decision and Negotiations (GDN 2007),, vol. 2, pp. 501-511, 2007. pdf
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Sokolova, M., and G. Lapalme, "How much do we say? Using informativeness of negotiation records for early prediction of negotiation outcomes", Group Decision and Negotiation, vol. 21, issue 3, pp. 363-379, 04/2012. pdf
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Nastase, V., M. Sokolova, and J S. Shirabad, "Do Happy Words Sound Happy? A study of the relation between form and meaning for English words expressing emotions", Proceedings of Recent Advances in Natural Language Processing (RANLP'2007), 2007. pdf
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Sokolova, M., N. Japkowicz, and S. Szpakowicz, "Beyond Accuracy, F-score and ROC: a Family of Discriminant Measures for Performance Evaluation", Proceedings of the AAAI'06 workshop on Evaluation Methods for Machine Learning, 2006. pdf