Search Results for author: Xinying Zou

Found 1 papers, 0 papers with code

Generalization Analysis of Machine Learning Algorithms via the Worst-Case Data-Generating Probability Measure

no code implementations19 Dec 2023 Xinying Zou, Samir M. Perlaza, Iñaki Esnaola, Eitan Altman

Fundamental generalization metrics, such as the sensitivity of the expected loss, the sensitivity of the empirical risk, and the generalization gap are shown to have closed-form expressions involving the worst-case data-generating probability measure.

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