3 papers
stat.ML2026
Empirical Risk Minimization with -Divergence Regularization
Francisco Daunas, Iñaki Esnaola, Samir M. Perlaza +1
In this paper, the solution to the empirical risk minimization problem with -divergence regularization (ERM-DR) is presented and conditions under which the solution also serv…
eess.SY2024
Stealth Attacks Against Moving Target Defense for Smart Grid
Ke Sun, Iñaki Esnaola, H. Vincent Poor
Data injection attacks (DIAs) pose a significant cybersecurity threat to the Smart Grid by enabling an attacker to compromise the integrity of data acquisition and manipulate estim…
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…