511 citations · 1.2k across the 54 of their papers we have counts for
4 papers · 1 filter
The Method of Gaps: Exact Expressions for the Generalization Error of Supervised Learning Algorithms
Samir M. Perlaza, Xinying Zou
In this paper, the method of gaps, a technique for deriving closed-form expressions in terms of information measures for the generalization error of supervised learning algorithms,…
Simultaneous Information and Energy Transmission with Short Packets and Finite Constellations
Sadaf ul Zuhra, Samir M. Perlaza, H. Vincent Poor +1
This paper characterizes the trade-offs between information and energy transmission over an additive white Gaussian noise channel in the finite block-length regime with finite chan…
Leveraging Noisy Observations in Zero-Sum Games
Emmanouil M Athanasakos, Samir M Perlaza
This paper studies an instance of zero-sum games in which one player (the leader) commits to its opponent (the follower) to choose its actions by sampling a given probability measu…
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…