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

19 December 2023

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

8 / 8 papers shown

Title
Asymmetry of the Relative Entropy in the Regularization of Empirical Risk Minimization Francisco Daunas I. Esnaola S. Perlaza H. Vincent Poor 73 3 0 02 Oct 2024
Tighter Expected Generalization Error Bounds via Convexity of Information Measures Gholamali Aminian Yuheng Bu G. Wornell Miguel R. D. Rodrigues 62 24 0 24 Feb 2022
Jensen-Shannon Information Based Characterization of the Generalization Error of Learning Algorithms Gholamali Aminian Laura Toni M. Rodrigues 76 31 0 23 Oct 2020
Generalized Maximum Entropy for Supervised Classification Santiago Mazuelas Yuan-Chung Shen Aritz Pérez 73 26 0 10 Jul 2020
Generalization Bounds via Information Density and Conditional Information Density Fredrik Hellström G. Durisi 99 67 0 16 May 2020
Tightening Mutual Information Based Bounds on Generalization Error Yuheng Bu Shaofeng Zou Venugopal V. Veeravalli 64 177 0 15 Jan 2019
Information-theoretic analysis of generalization capability of learning algorithms Aolin Xu Maxim Raginsky 194 448 0 22 May 2017
Statistics of Robust Optimization: A Generalized Empirical Likelihood Approach John C. Duchi Peter Glynn Hongseok Namkoong 114 325 0 11 Oct 2016