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06/20/2023
Convergence and concentration properties of constant step-size SGD through Markov chains
We consider the optimization of a smooth and strongly convex objective u...
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08/10/2022
Robust methods for high-dimensional linear learning
We propose statistically robust and computationally efficient linear lea...
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01/31/2022
Robust supervised learning with coordinate gradient descent
This paper considers the problem of supervised learning with linear meth...
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09/16/2021
WildWood: a new Random Forest algorithm
We introduce WildWood (WW), a new ensemble algorithm for supervised lear...
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12/02/2020