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20192024
most citedA Class of Geometric Structures in Transfer Learning: Minimax Bounds and Optimality

2 citations · 4 across the 3 of their papers we have counts for

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stat.ML2020

Distributionally Robust Parametric Maximum Likelihood Estimation

Viet Anh Nguyen, Xuhui Zhang, Jose Blanchet +1

We consider the parameter estimation problem of a probabilistic generative model prescribed using a natural exponential family of distributions. For this problem, the typical maxim…

stat.ML2020

Machine Learning's Dropout Training is Distributionally Robust Optimal

Jose Blanchet, Yang Kang, Jose Luis Montiel Olea +2

This paper shows that dropout training in Generalized Linear Models is the minimax solution of a two-player, zero-sum game where an adversarial nature corrupts a statistician's cov…