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stat.ML2020★ 4 cited
A spectral algorithm for robust regression with subgaussian rates
Jules Depersin
We study a new linear up to quadratic time algorithm for linear regression in the absence of strong assumptions on the underlying distributions of samples, and in the presence of o…
stat.ML2020★ 1 cited
Robust subgaussian estimation with VC-dimension
Jules Depersin
Median-of-means (MOM) based procedures provide non-asymptotic and strong deviation bounds even when data are heavy-tailed and/or corrupted. This work proposes a new general way to…