Authors: Koltchinskii, Vladimir Panchenko, Dmitriy Lozano, Fernando

Citation: Koltchinskii, Vladimir et al., Bounding the generalization error of convex combinations of classifiers: balancing the dimensionality and the margins, Annals of applied probability , 13(1), 2003, pp. 213-252

Authors: Koltchinskii, Vladimir

Citation: Koltchinskii, Vladimir, Sparse recovery in convex hulls via entropy penalization, Annals of statistics , 37(3), 2009, pp. 1332-1359

Authors: Koltchinskii, Vladimir Sakhanenko, Lyudmila Songhe Cai

Citation: Koltchinskii, Vladimir et al., Integral Curves of Noisy Vector Fields and Statistical Problems in Diffusion Tensor Imaging: Nonparametric Kernel Estimation and Hypotheses Testing, Annals of statistics , 35(4), 2007, pp. 1576-1607

Authors: Koltchinskii, Vladimir

Citation: Koltchinskii, Vladimir, Local Rademacher Complexities and Oracle Inequalities in Risk Minimization, Annals of statistics , 34(6), 2006, pp. 2593-2656

Authors: Koltchinskii, Vladimir

Citation: Koltchinskii, Vladimir, Rejoinder: Local Rademacher Complexities and Oracle Inequalities in Risk Minimization, Annals of statistics , 34(6), 2006, pp. 2697-2706

Authors: Koltchinskii, Vladimir Yuan, Ming

Citation: Koltchinskii, Vladimir et Yuan, Ming, Sparsity in multiple kernel learning, Annals of statistics , 38(6), 2010, pp. 3660-3695