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20172026
most citedOptimality of Maximum Likelihood for Log-Concave Density Estimation and Bounded Convex Regression

18 citations · 73 across the 13 of their papers we have counts for

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Showing 2021 · math.STShow all

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math.ST2021

On the Minimal Error of Empirical Risk Minimization

Gil Kur, Alexander Rakhlin

We study the minimal error of the Empirical Risk Minimization (ERM) procedure in the task of regression, both in the random and the fixed design settings. Our sharp lower bounds sh…