Optimal learning with $Q$-aggregation

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Optimal learning with $Q$ -aggregation

25 January 2013

Guillaume Lecué

Philippe Rigollet

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Papers citing "Optimal learning with $Q$-aggregation"

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Title
Statistical inference in compound functional models A. Dalalyan Yu. I. Ingster Alexandre B. Tsybakov 93 25 0 31 Aug 2012
Deviation optimal learning using greedy Q-aggregation Dong Dai Philippe Rigollet Tong Zhang 77 69 0 12 Mar 2012
Sparse Estimation by Exponential Weighting Philippe Rigollet Alexandre B. Tsybakov 174 121 0 25 Aug 2011
Sharp Oracle Inequalities for Aggregation of Affine Estimators A. Dalalyan Joseph Salmon 108 85 0 20 Apr 2011
Sharper lower bounds on the performance of the empirical risk minimization algorithm Guillaume Lecué S. Mendelson 80 14 0 24 Feb 2011
Pac-bayesian bounds for sparse regression estimation with exponential weights Pierre Alquier Karim Lounici 120 73 0 14 Sep 2010
Exponential Screening and optimal rates of sparse estimation Philippe Rigollet Alexandre B. Tsybakov 197 242 0 12 Mar 2010
Mirror averaging with sparsity priors A. Dalalyan Alexandre B. Tsybakov 206 59 0 05 Mar 2010
Kullback-Leibler aggregation and misspecified generalized linear models Philippe Rigollet FedML 122 82 0 16 Nov 2009
Fast learning rates in statistical inference through aggregation Jean-Yves Audibert 125 119 0 08 Sep 2009
Sparse Regression Learning by Aggregation and Langevin Monte-Carlo A. Dalalyan Alexandre B. Tsybakov 185 180 0 06 Mar 2009
Aggregation by exponential weighting, sharp PAC-Bayesian bounds and sparsity A. Dalalyan Alexandre B. Tsybakov 149 176 0 19 Mar 2008
Pac-Bayesian Supervised Classification: The Thermodynamics of Statistical Learning O. Catoni 308 461 0 03 Dec 2007
Aggregation for Gaussian regression F. Bunea Alexandre B. Tsybakov M. Wegkamp 510 362 0 19 Oct 2007