1 citations · 1 across the 5 of their papers we have counts for
Showing 2024Show all
2 papers · 1 filter
stat.ML2024
Asymmetry of the Relative Entropy in the Regularization of Empirical Risk Minimization
Francisco Daunas, Iñaki Esnaola, Samir M. Perlaza +1
The effect of relative entropy asymmetry is analyzed in the context of empirical risk minimization (ERM) with relative entropy regularization (ERM-RER). Two regularizations are con…
stat.ML2024
Equivalence of the Empirical Risk Minimization to Regularization on the Family of f-Divergences
Francisco Daunas, Iñaki Esnaola, Samir M. Perlaza +1
The solution to empirical risk minimization with -divergence regularization (ERM-DR) is presented under mild conditions on . Under such conditions, the optimal measure is…