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02/01/2021
Optimal robust mean and location estimation via convex programs with respect to any pseudo-norms
We consider the problem of robust mean and location estimation w.r.t. an...
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01/22/2021
On the robustness to adversarial corruption and to heavy-tailed data of the Stahel-Donoho median of means
We consider median of means (MOM) versions of the Stahel-Donoho outlying...
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07/12/2020
A spectral algorithm for robust regression with subgaussian rates
We study a new linear up to quadratic time algorithm for linear regressi...
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04/24/2020
Robust subgaussian estimation with VC-dimension
Median-of-means (MOM) based procedures provide non-asymptotic and strong...
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06/07/2019