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Samir M. Perlaza

The Generalization Error of Machine Learning Algorithms

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Nov 18, 2024
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Asymmetry of the Relative Entropy in the Regularization of Empirical Risk Minimization

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Oct 02, 2024
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Equivalence of the Empirical Risk Minimization to Regularization on the Family of f-Divergences

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Feb 01, 2024
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Generalization Analysis of Machine Learning Algorithms via the Worst-Case Data-Generating Probability Measure

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Dec 19, 2023
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On the Validation of Gibbs Algorithms: Training Datasets, Test Datasets and their Aggregation

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Jun 21, 2023
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Analysis of the Relative Entropy Asymmetry in the Regularization of Empirical Risk Minimization

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Jun 12, 2023
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Empirical Risk Minimization with Generalized Relative Entropy Regularization

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Nov 12, 2022
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Zero-Sum Games with Noisy Observations

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Nov 03, 2022
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Empirical Risk Minimization with Relative Entropy Regularization: Optimality and Sensitivity Analysis

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Feb 09, 2022
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Distributed Power Allocation with SINR Constraints Using Trial and Error Learning

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Feb 28, 2012
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