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Ming-Jie Zhao, Narayanan Unny Edakunni, Adam Pocock, Gavin Brown. Beyond Fano's inequality: bounds on the optimal F-score, BER, and cost-sensitive risk and their implications. Journal of Machine Learning Research, 14(1):1033-1090, 2013. [doi]