Classification with a Reject Option using a Hinge Loss. PL Bartlett, MH Wegkamp Journal of Machine Learning Research 9 (8), 2008 | 564 | 2008 |
Sparsity oracle inequalities for the Lasso F Bunea, A Tsybakov, M Wegkamp | 544 | 2007 |
Weak convergence of empirical copula processes JD Fermanian, D Radulovic, M Wegkamp Bernoulli 10 (5), 847-860, 2004 | 531 | 2004 |
Aggregation for Gaussian regression F Bunea, AB Tsybakov, MH Wegkamp | 409 | 2007 |
Classification with reject option R Herbei, MH Wegkamp The Canadian Journal of Statistics/La Revue Canadienne de Statistique, 709-721, 2006 | 298 | 2006 |
Optimal selection of reduced rank estimators of high-dimensional matrices F Bunea, Y She, MH Wegkamp | 266 | 2011 |
Support vector machines with a reject option Y Grandvalet, A Rakotomamonjy, J Keshet, S Canu Advances in neural information processing systems 21, 2008 | 223 | 2008 |
Functional classification in Hilbert spaces G Biau, F Bunea, MH Wegkamp IEEE Transactions on Information Theory 51 (6), 2163-2172, 2005 | 200 | 2005 |
Classification Methods with Reject Option Based on Convex Risk Minimization. M Yuan, M Wegkamp Journal of Machine Learning Research 11 (1), 2010 | 180 | 2010 |
Joint variable and rank selection for parsimonious estimation of high-dimensional matrices F Bunea, Y She, MH Wegkamp | 140 | 2012 |
Model selection in nonparametric regression M Wegkamp The Annals of Statistics 31 (1), 252-273, 2003 | 140 | 2003 |
Aggregation and Sparsity Via ℓ1 Penalized Least Squares F Bunea, AB Tsybakov, MH Wegkamp International Conference on Computational Learning Theory, 379-391, 2006 | 108 | 2006 |
Time-dependent copulas JD Fermanian, MH Wegkamp Journal of Multivariate Analysis 110, 19-29, 2012 | 86 | 2012 |
Complexity regularization via localized random penalties G Lugosi, M Wegkamp | 80 | 2004 |
Consistent variable selection in high dimensional regression via multiple testing F Bunea, MH Wegkamp, A Auguste Journal of statistical planning and inference 136 (12), 4349-4364, 2006 | 74 | 2006 |
Sparse Density Estimation with ℓ1 Penalties F Bunea, AB Tsybakov, MH Wegkamp International Conference on Computational Learning Theory, 530-543, 2007 | 73 | 2007 |
Spades and mixture models F Bunea, AB Tsybakov, MH Wegkamp, A Barbu | 70 | 2010 |
Adaptive estimation of the copula correlation matrix for semiparametric elliptical copulas M Wegkamp, Y Zhao | 56 | 2016 |
Time dependent copulas JD Fermanian, M Wegkamp Preprint INSEE, Paris, France, 2004 | 52 | 2004 |
Weighted minimum mean-square distance from independence estimation DJ Brown, MH Wegkamp Econometrica 70 (5), 2035-2051, 2002 | 43 | 2002 |