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11/14/2022
On the generalization error of norm penalty linear regression models
We study linear regression problems inf_β∈ℝ^d(𝔼_ℙ_n[|Y - 𝐗^⊤β|^r])^1/r +...
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04/16/2021
On the Robustness to Misspecification of α-Posteriors and Their Variational Approximations
α-posteriors and their variational approximations distort standard poste...
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09/13/2020
Machine Learning's Dropout Training is Distributionally Robust Optimal
This paper shows that dropout training in Generalized Linear Models is t...
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07/08/2019