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math.ST2022
Robust and Tuning-Free Sparse Linear Regression via Square-Root Slope
Stanislav Minsker, Mohamed Ndaoud, Lang Wang
We consider the high-dimensional linear regression model and assume that a fraction of the measurements are altered by an adversary with complete knowledge of the data and the unde…
math.ST2022★ 2 cited
Robust Estimation of Covariance Matrices: Adversarial Contamination and Beyond
Stanislav Minsker, Lang Wang
We consider the problem of estimating the covariance structure of a random vector from a sample . We are interested in the situation when is…