Statistical consistency and asymptotic normality for high-dimensional robust M-estimators

1 January 2015

Papers citing "Statistical consistency and asymptotic normality for high-dimensional robust M-estimators"

14 / 14 papers shown

Title
A Piecewise Lyapunov Analysis of Sub-quadratic SGD: Applications to Robust and Quantile Regression Yixuan Zhang Dongyan Yudong Chen Qiaomin Xie 19 0 0 11 Apr 2025
Statistical Guarantees for Approximate Stationary Points of Simple Neural Networks Mahsa Taheri Fang Xie Johannes Lederer 19 0 0 09 May 2022
High-dimensional nonconvex lasso-type $M$ -estimators Jad Beyhum Franccois Portier 11 0 0 12 Apr 2022
Asymptotic behaviour of penalized robust estimators in logistic regression when dimension increases Ana M. Bianco G. Boente Gonzalo Chebi 69 2 0 28 Jan 2022
A Bernstein-type Inequality for High Dimensional Linear Processes with Applications to Robust Estimation of Time Series Regressions Linbo Liu Danna Zhang AI4TS 18 0 0 21 Sep 2021
High-Dimensional Quantile Regression: Convolution Smoothing and Concave Regularization Kean Ming Tan Lan Wang Wen-Xin Zhou 12 57 0 12 Sep 2021
Differentially private inference via noisy optimization Marco Avella-Medina Casey Bradshaw Po-Ling Loh FedML 16 29 0 19 Mar 2021
Approximate Laplace approximations for scalable model selection D. Rossell Oriol Abril A. Bhattacharya 8 15 0 14 Dec 2020
All-In-One Robust Estimator of the Gaussian Mean A. Dalalyan A. Minasyan 6 25 0 04 Feb 2020
Statistical Analysis of Stationary Solutions of Coupled Nonconvex Nonsmooth Empirical Risk Minimization Zhengling Qi Ying Cui Yufeng Liu J. Pang 14 5 0 06 Oct 2019
Robustness and Tractability for Non-convex M-estimators Ruizhi Zhang Y. Mei Jianjun Shi Huan Xu 15 4 0 05 Jun 2019
Robust Estimation via Robust Gradient Estimation Adarsh Prasad A. Suggala Sivaraman Balakrishnan Pradeep Ravikumar 20 219 0 19 Feb 2018
Complete Dictionary Recovery over the Sphere Ju Sun Qing Qu John N. Wright 31 202 0 26 Apr 2015
Learning without Concentration for General Loss Functions S. Mendelson 55 49 0 13 Oct 2014