Algorithms of Robust Stochastic Optimization Based on Mirror Descent
Method

Algorithms of Robust Stochastic Optimization Based on Mirror Descent Method

5 July 2019

A. S. Nemirovsky

Alexandre B. Tsybakov

Papers citing "Algorithms of Robust Stochastic Optimization Based on Mirror Descent Method"

17 / 17 papers shown

Title
A MOM-based ensemble method for robustness, subsampling and hyperparameter tuning Joon Kwon Guillaume Lecué M. Lerasle 37 2 0 06 Dec 2018
Robust classification via MOM minimization Guillaume Lecué M. Lerasle Timlothée Mathieu 32 48 0 09 Aug 2018
Near-optimal mean estimators with respect to general norms Gábor Lugosi S. Mendelson 30 39 0 16 Jun 2018
Byzantine-Robust Distributed Learning: Towards Optimal Statistical Rates Dong Yin Yudong Chen Kannan Ramchandran Peter L. Bartlett OOD FedML 72 1,483 0 05 Mar 2018
Robust machine learning by median-of-means : theory and practice Guillaume Lecué M. Lerasle OOD 110 155 0 28 Nov 2017
Estimation of the covariance structure of heavy-tailed distributions Stanislav Minsker Xiaohan Wei 57 38 0 01 Aug 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
Risk minimization by median-of-means tournaments Gabor Lugosi S. Mendelson 56 131 0 02 Aug 2016
Sub-Gaussian mean estimators Luc Devroye M. Lerasle Gabor Lugosi R. Oliveira 101 186 0 19 Sep 2015
Online estimation of the geometric median in Hilbert spaces : non asymptotic confidence balls H. Cardot P. Cénac Antoine Godichon 98 55 0 27 Jan 2015
Geometric median and robust estimation in Banach spaces Stanislav Minsker 104 312 0 06 Aug 2013
Loss minimization and parameter estimation with heavy tails Daniel J. Hsu Sivan Sabato 71 188 0 07 Jul 2013
Bandits with heavy tail Sébastien Bubeck Nicolò Cesa-Bianchi Gábor Lugosi 126 287 0 08 Sep 2012
Robust empirical mean Estimators M. Lerasle R. I. Oliveira 76 81 0 16 Dec 2011
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