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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
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
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
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 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
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, "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
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., 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
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