Robust classification via MOM minimization

9 August 2018

Papers citing "Robust classification via MOM minimization"

26 / 26 papers shown

Title
An Analysis of Constant Step Size SGD in the Non-convex Regime: Asymptotic Normality and Bias Lu Yu Krishnakumar Balasubramanian S. Volgushev Murat A. Erdogdu 73 50 0 14 Jun 2020
High-Dimensional Robust Mean Estimation in Nearly-Linear Time Yu Cheng Ilias Diakonikolas Rong Ge 49 124 0 23 Nov 2018
Robust Estimation and Generative Adversarial Nets Chao Gao Jiyi Liu Yuan Yao Weizhi Zhu 54 28 0 04 Oct 2018
Robust machine learning by median-of-means : theory and practice Guillaume Lecué M. Lerasle OOD 112 155 0 28 Nov 2017
An optimal unrestricted learning procedure S. Mendelson 34 12 0 17 Jul 2017
Distributed Statistical Estimation and Rates of Convergence in Normal Approximation Stanislav Minsker Nate Strawn 36 65 0 09 Apr 2017
Being Robust (in High Dimensions) Can Be Practical Ilias Diakonikolas Gautam Kamath D. Kane Jerry Li Ankur Moitra Alistair Stewart 60 254 0 02 Mar 2017
Robust Regression via Mutivariate Regression Depth Chao Gao 57 48 0 15 Feb 2017
Sub-Gaussian estimators of the mean of a random vector Gábor Lugosi S. Mendelson 75 171 0 01 Feb 2017
Regularization, sparse recovery, and median-of-means tournaments Gábor Lugosi S. Mendelson 52 47 0 15 Jan 2017
Learning from MOM's principles: Le Cam's approach Lecué Guillaume Lerasle Matthieu 68 52 0 08 Jan 2017
Risk minimization by median-of-means tournaments Gabor Lugosi S. Mendelson 56 131 0 02 Aug 2016
On optimality of empirical risk minimization in linear aggregation Adrien Saumard 54 21 0 11 May 2016
Robust Estimators in High Dimensions without the Computational Intractability Ilias Diakonikolas Gautam Kamath D. Kane Jingkai Li Ankur Moitra Alistair Stewart 64 511 0 21 Apr 2016
Sub-Gaussian mean estimators Luc Devroye M. Lerasle Gabor Lugosi R. Oliveira 101 186 0 19 Sep 2015
Robust Covariance and Scatter Matrix Estimation under Huber's Contamination Model Mengjie Chen Chao Gao Zhao Ren 65 165 0 01 Jun 2015
$Variance Breakdown of Huber (M)-estimators: $n/p \rightarrow m \in (1,\infty)$$ Variance Breakdown of Huber (M)-estimators: $n/p \rightarrow m \in (1,\infty)$ D. Donoho Andrea Montanari 122 14 0 06 Mar 2015
A new method for estimation and model selection: $ρ$ -estimation Y. Baraud Lucien Birgé M. Sart 53 31 0 24 Mar 2014
Learning without Concentration S. Mendelson 159 333 0 01 Jan 2014
On statistics, computation and scalability Michael I. Jordan 78 109 0 30 Sep 2013
Geometric median and robust estimation in Banach spaces Stanislav Minsker 104 312 0 06 Aug 2013
Learning subgaussian classes : Upper and minimax bounds Guillaume Lecué S. Mendelson 59 86 0 21 May 2013
Structured sparsity through convex optimization Francis R. Bach Rodolphe Jenatton Julien Mairal G. Obozinski 176 324 0 12 Sep 2011
Agnostic Learning of Monomials by Halfspaces is Hard Vitaly Feldman V. Guruswami P. Raghavendra Yi Wu 73 156 0 03 Dec 2010
Robust linear least squares regression Jean-Yves Audibert O. Catoni 92 99 0 01 Oct 2010
Challenging the empirical mean and empirical variance: a deviation study O. Catoni 107 462 0 10 Sep 2010