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20162021
most citedVariance Reduced Median-of-Means Estimator for Byzantine-Robust Distributed Inference

12 citations · 33 across the 9 of their papers we have counts for

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stat.ME2020

Adaptive Discrete Smoothing for High-Dimensional and Nonlinear Panel Data

Xi Chen, Ye Luo, Martin Spindler

In this paper we develop a data-driven smoothing technique for high-dimensional and non-linear panel data models. We allow for individual specific (non-linear) functions and estima…

stat.ME2019

Distributed High-dimensional Regression Under a Quantile Loss Function

Xi Chen, Weidong Liu, Xiaojun Mao +1

This paper studies distributed estimation and support recovery for high-dimensional linear regression model with heavy-tailed noise. To deal with heavy-tailed noise whose variance…