Optimal variable selection and adaptive noisy Compressed Sensing

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Optimal variable selection and adaptive noisy Compressed Sensing

10 September 2018

Alexandre B. Tsybakov

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Papers citing "Optimal variable selection and adaptive noisy Compressed Sensing"

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Title
Support estimation in high-dimensional heteroscedastic mean regression P. Hermann H. Holzmann 122 0 0 03 Nov 2020
Iterative Algorithm for Discrete Structure Recovery Chao Gao A. Zhang 475 31 0 04 Nov 2019
Adaptive robust estimation in sparse vector model L. Comminges O. Collier M. Ndaoud Alexandre B. Tsybakov 90 16 0 12 Feb 2018
Robust machine learning by median-of-means : theory and practice Guillaume Lecué M. Lerasle OOD 174 156 0 28 Nov 2017
Sparse High-Dimensional Linear Regression. Algorithmic Barriers and a Local Search Algorithm D. Gamarnik Ilias Zadik 68 22 0 14 Nov 2017
Which bridge estimator is optimal for variable selection? Shuaiwen Wang Haolei Weng A. Maleki 55 17 0 24 May 2017
Improved bounds for Square-Root Lasso and Square-Root Slope A. Derumigny 267 26 0 08 Mar 2017
Slope meets Lasso: improved oracle bounds and optimality Pierre C. Bellec Guillaume Lecué Alexandre B. Tsybakov 307 190 0 27 May 2016
Variable selection with Hamming loss C. Butucea M. Ndaoud N. Stepanova Alexandre B. Tsybakov 293 46 0 06 Dec 2015
De-biasing the Lasso: Optimal Sample Size for Gaussian Designs Adel Javanmard Andrea Montanari 114 196 0 11 Aug 2015
Sparse Signal Processing with Linear and Nonlinear Observations: A Unified Shannon-Theoretic Approach Cem Aksoylar George Atia Venkatesh Saligrama 87 58 0 02 Apr 2013
Covariate assisted screening and estimation Z. Ke Jiashun Jin Jianqing Fan 111 21 0 21 May 2012
Optimality of Graphlet Screening in High Dimensional Variable Selection Jiashun Jin Cun-Hui Zhang Qi Zhang 108 45 0 29 Apr 2012
Variable Selection in High Dimensions with Random Designs and Orthogonal Matching Pursuit Antony Joseph 94 11 0 04 Sep 2011
UPS delivers optimal phase diagram in high-dimensional variable selection Pengsheng Ji Jiashun Jin 320 93 0 25 Oct 2010
Oracle Inequalities and Optimal Inference under Group Sparsity Karim Lounici Massimiliano Pontil Alexandre B. Tsybakov Sara van de Geer 292 382 0 11 Jul 2010
Information-theoretic limits on sparse signal recovery: Dense versus sparse measurement matrices Wei Wang Martin J. Wainwright Kannan Ramchandran 295 171 0 03 Jun 2008