J. Audibert and A. Tsybakov, Fast learning rates for plug-in classifiers, Annals of statistics, vol.35, issue.2, pp.608-633, 2007.
URL : https://hal.archives-ouvertes.fr/hal-00160849

]. S. Agh-+-05, T. Agarwal, R. Graepel, S. Herbrich, D. Har-peled et al., Generalization bounds for the area under the ROC curve, J. Mach. Learn. Res, vol.6, pp.393-425, 2005.

S. Boucheron, O. Bousquet, and G. Lugosi, Theory of Classification: A Survey of Some Recent Advances, ESAIM: Probability and Statistics, vol.9, pp.323-375, 2005.
URL : https://hal.archives-ouvertes.fr/hal-00017923

M. Barreno, A. A. Cardenas, and J. D. Tygar, Optimal ROC curve for a combination of classifiers, NIPS'07, 2007.

F. R. Bach, D. Heckerman, and E. Horvitz, Considering cost asymmetry in learning classifiers, Journal of Machine Learning Research, vol.7, pp.1713-1741, 2006.

L. Cavalier, Nonparametric estimation of regression level sets, Statistics, vol.29, pp.131-160, 1997.

S. Clémençon, G. Lugosi, and N. Vayatis, Ranking and empirical risk minimization of U-statistics, The Annals of Statistics, vol.36, issue.2, pp.844-874, 2008.

S. Clémençon and N. Vayatis, Ranking the best instances, Journal of Machine Learning Research, vol.8, pp.2671-2699, 2007.

S. Clémençon and N. Vayatis, Tree-structured ranking rules and approximation of the optimal ROC curve, 2008.

C. De-boor, A practical guide to splines, 2001.

J. P. Egan, Signal Detection Theory and ROC Analysis, 1975.

Y. Freund, R. D. Iyer, R. E. Schapire, and Y. Singer, An efficient boosting algorithm for combining preferences, Journal of Machine Learning Research, vol.4, pp.933-969, 2003.

P. Rigollet and R. Vert, Fast rates for plug-in estimators of density level sets, 2006.
URL : https://hal.archives-ouvertes.fr/hal-00114180

A. Tsybakov, Optimal aggregation of classifiers in statistical learning, Annals of Statistics, vol.32, issue.1, pp.135-166, 2004.
URL : https://hal.archives-ouvertes.fr/hal-00102142

H. L. Van-trees, Detection, Estimation, and Modulation Theory, Part I, 1968.

R. Willett and R. Nowak, Minimax optimal level set estimation, IEEE Transactions on Image Processing, vol.16, issue.12, pp.2965-2979, 2007.
DOI : 10.1109/tip.2007.910175

URL : http://www.ece.wisc.edu/~nowak/levelsets.pdf