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20142026
most citedThe generalization error of max-margin linear classifiers: Benign overfitting and high dimensional asymptotics in the overparametrized regime

88 citations · 333 across the 26 of their papers we have counts for

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Showing 2016 · math.STShow all

2 papers · 2 filters

math.ST2016★ 9 cited

Asymptotic Optimality in Stochastic Optimization

John Duchi, Feng Ruan

We study local complexity measures for stochastic convex optimization problems, providing a local minimax theory analogous to that of Hájek and Le Cam for classical statistical pro…

math.ST2016

Multiclass Classification, Information, Divergence, and Surrogate Risk

John C. Duchi, Khashayar Khosravi, Feng Ruan

We provide a unifying view of statistical information measures, multi-way Bayesian hypothesis testing, loss functions for multi-class classification problems, and multi-distributio…