Outlier-Robust High-Dimensional Sparse Estimation via Iterative Filtering

19 November 2019

Papers citing "Outlier-Robust High-Dimensional Sparse Estimation via Iterative Filtering"

20 / 20 papers shown

Title
Faster Algorithms for High-Dimensional Robust Covariance Estimation Yu Cheng Ilias Diakonikolas Rong Ge David P. Woodruff 47 66 0 11 Jun 2019
High Dimensional Robust $M$ -Estimation: Arbitrary Corruption and Heavy Tails Liu Liu Tianyang Li Constantine Caramanis 40 14 0 24 Jan 2019
High-Dimensional Robust Mean Estimation in Nearly-Linear Time Yu Cheng Ilias Diakonikolas Rong Ge 59 124 0 23 Nov 2018
Efficient Algorithms and Lower Bounds for Robust Linear Regression Ilias Diakonikolas Weihao Kong Alistair Stewart 58 162 0 31 May 2018
High Dimensional Robust Sparse Regression Liu Liu Yanyao Shen Tianyang Li Constantine Caramanis 45 71 0 29 May 2018
Efficient Algorithms for Outlier-Robust Regression Adam R. Klivans Pravesh Kothari Raghu Meka AAML 46 154 0 08 Mar 2018
Sever: A Robust Meta-Algorithm for Stochastic Optimization Ilias Diakonikolas Gautam Kamath D. Kane Jerry Li Jacob Steinhardt Alistair Stewart 57 288 0 07 Mar 2018
Robust Estimation via Robust Gradient Estimation Adarsh Prasad A. Suggala Sivaraman Balakrishnan Pradeep Ravikumar 57 221 0 19 Feb 2018
List-Decodable Robust Mean Estimation and Learning Mixtures of Spherical Gaussians Ilias Diakonikolas D. Kane Alistair Stewart 75 147 0 20 Nov 2017
Learning Geometric Concepts with Nasty Noise Ilias Diakonikolas D. Kane Alistair Stewart AAML 57 87 0 05 Jul 2017
Certified Defenses for Data Poisoning Attacks Jacob Steinhardt Pang Wei Koh Percy Liang AAML 80 752 0 09 Jun 2017
Robustly Learning a Gaussian: Getting Optimal Error, Efficiently Ilias Diakonikolas Gautam Kamath D. Kane Jerry Li Ankur Moitra Alistair Stewart 47 135 0 12 Apr 2017
Resilience: A Criterion for Learning in the Presence of Arbitrary Outliers Jacob Steinhardt Moses Charikar Gregory Valiant 61 138 0 15 Mar 2017
Being Robust (in High Dimensions) Can Be Practical Ilias Diakonikolas Gautam Kamath D. Kane Jerry Li Ankur Moitra Alistair Stewart 69 254 0 02 Mar 2017
Statistical Query Lower Bounds for Robust Estimation of High-dimensional Gaussians and Gaussian Mixtures Ilias Diakonikolas D. Kane Alistair Stewart 57 232 0 10 Nov 2016
Learning from Untrusted Data Moses Charikar Jacob Steinhardt Gregory Valiant FedML OOD 86 295 0 07 Nov 2016
Robust Learning of Fixed-Structure Bayesian Networks Yu Cheng Ilias Diakonikolas D. Kane Alistair Stewart OOD 57 46 0 23 Jun 2016
Agnostic Estimation of Mean and Covariance Kevin A. Lai Anup B. Rao Santosh Vempala 76 344 0 24 Apr 2016
Robust Estimators in High Dimensions without the Computational Intractability Ilias Diakonikolas Gautam Kamath D. Kane Jingkai Li Ankur Moitra Alistair Stewart 66 510 0 21 Apr 2016
Poisoning Attacks against Support Vector Machines Battista Biggio B. Nelson Pavel Laskov AAML 109 1,585 0 27 Jun 2012