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This paper provides new insight into maximizing F1 scores in the context of binary classification and also in the context of multilabel classification.
Capen, E.C., Clapp, R.V., Campbell, W.M.: Competitive bidding in high-risk situations. Journal of Petroleum Technology 23(6), 641–653 (1971)
1971
Earlier work this paper cites.
Lewis, D.D.: Evaluating and optimizing autonomous text classification systems. In: Proceedings of the 18th annual international ACM SIGIR conference on research and development in information retrieval. pp. 246–254. ACM (1995)
1995
Earlier work this paper cites.
Elkan, C.: The foundations of cost-sensitive learning. In: International joint conference on artificial intelligence. pp. 973–978 (2001)
2001
Earlier work this paper cites.
Mozer, M.C., Dodier, R.H., Colagrosso, M.D., Guerra-Salcedo, C., Wolniewicz, R.H.: Prodding the ROC curve: Constrained optimization of classifier performance. In: NIPS. pp. 1409–1415 (2001)
2001
Earlier work this paper cites.
Musicant, D.R., Kumar, V., Ozgur, A., et al.: Optimizing F-measure with support vector machines. In: FLAIRS Conference. pp. 356–360 (2003)
2003
Earlier work this paper cites.
Madsen, R., Kauchak, D., Elkan, C.: Modeling word burstiness using the Dirichlet distribution. In: Proceedings of the International Conference on Machine Learning (ICML). pp. 545–552 (Aug 2005)
2005
Earlier work this paper cites.
Tan, S.: Neighbor-weighted k-nearest neighbor for unbalanced text corpus. Expert Systems with Applications 28, 667–671 (2005)
2005
Earlier work this paper cites.
Suzuki, J., McDermott, E., Isozaki, H.: Training conditional random fields with multivariate evaluation measures. In: Proceedings of the 21st International Conference on Computational Linguistics and the 44th annual meeting of the Association for Computational Linguistics. pp. 217–224. Association for Computational Linguistics (2006)
2006
Cited alongside, same era.
Jansche, M.: A maximum expected utility framework for binary sequence labeling. In: Annual Meeting of the Association For Computational Linguistics. p. 736 (2007)
2007
Cited alongside, same era.
Tsoumakas, Grigorios & Katakis, I.: Multi-label classification: An overview. International Journal of Data Warehousing and Mining 3(3), 1–13 (2007)
2007
Cited alongside, same era.
Manning, C., Raghavan, P., Schütze, H.: Introduction to information retrieval, vol. 1. Cambridge University Press (2008)
2008
Cited alongside, same era.
Dembczyński, K., Waegeman, W., Cheng, W., Hüllermeier, E.: An exact algorithm for F-measure maximization. In: Neural Information Processing Systems (2011)
2011
Later among the works it cites.
Cover, T.M., Thomas, J.A.: Elements of information theory. John Wiley & Sons (2012)
2012
Later among the works it cites.
Menon, A., Jiang, X., Vembu, S., Elkan, C., Ohno-Machado, L.: Predicting accurate probabilities with a ranking loss. In: Proceedings of the International Conference on Machine Learning (ICML) (Jun 2012)
2012
Later among the works it cites.
Ye, N., Chai, K.M., Lee, W.S., Chieu, H.L.: Optimizing F-measures: A tale of two approaches. In: Proceedings of the International Conference on Machine Learning (2012)
2012
Later among the works it cites.
Dembczynski, K., Kotłowski, W., Jachnik, A., Waegeman, W., Hüllermeier, E.: Optimizing the F-measure in multi-label classification: Plug-in rule approach versus structured loss minimization. In: ICML (2013)
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Akay, M.F.: Support vector machines combined with feature selection for breast cancer diagnosis. Expert Systems with Applications 36(2), 3240–3247 (2009)
2009
Cited alongside, same era.
del Coz, J.J., Diez, J., Bahamonde, A.: Learning nondeterministic classifiers. Journal of Machine Learning Research 10, 2273–2293 (2009)
2009
Cited alongside, same era.
Sokolova, M., Lapalme, G.: A systematic analysis of performance measures for classification tasks. Information Processing and Management 45, 427–437 (2009)
2009
Cited alongside, same era.
2013
Later among the works it cites.