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320 Anon-asymptoticwalkBoucheron, S. and Massart, P. (2011). A high-dimensional Wilks phenomenon.Probability Theory and Related Fields, 150:405–433.Bousquet, O. (2002). A Bennett concentration inequality and its applicationto suprema of empirical processes. Comptes rendus mathématiques del’Académie des sciences de Paris, 334:495–500.Cirel’son, B.S., Ibragimov, I.A., and Sudakov, V.N. (1976). Norm of Gaussiansample function. In Proceedings of the 3rd Japan–USSR Symposium onProbability Theory, Lecture Notes in Mathematics 550. Springer, Berlin,pp. 20–41.Cirel’son, B.S. and Sudakov, V.N. (1974). Extremal properties of half spacesfor spherically invariant measures. Journal of Soviet Mathematics 9, 9–18 (1978) [Translated from Zapiski Nauchnykh Seminarov LeningradskogoOtdeleniya Matematicheskogo Instituta im. V.A. Steklova AN SSSR,41:14–24 (1974)].Daniel, C. and Wood, F.S. (1971). Fitting Equations to Data. Wiley,NewYork.Donoho, D.L. and Johnstone, I.M. (1994). Ideal spatial adaptation by waveletshrinkage. Biometrika, 81:425–455.Donoho, D.L., Johnstone, I.M., Kerkyacharian, G., and Picard, D. (1995).Wavelet shrinkage: Asymptopia? (with discussion). Journal of the RoyalStatistical Society, Series B, 57:301–369.Ledoux, M. (1996). On Talagrand deviation inequalities for product measures.ESAIM: Probability and Statistics, 1:63–87.Massart, P. (2000). About the constants in Talagrand’s concentration inequalitiesfor empirical processes. The Annals of Probability, 28:863–884.Massart, P. (2007). Concentration Inequalities and Model Selection. Écoled’été deprobabilités de Saint-Flour 2003. Lecture Notes in Mathematics1896, Springer, Berlin.Meynet, C. (2012). Sélection de variables pour la classification non superviséeen grande dimension. Doctoral dissertation, Université Paris-SudXI,Orsay, France.Saumard, A. (2013). Optimal model selection in heteroscedastic regressionusing piecewise polynomial functions. Electronic Journal of Statistics,7:1184–1223.Talagrand, M. (1994). Sharper bounds for empirical processes. The Annalsof Probability, 22:28–76.