38 citations · 40 across the 8 of their papers we have counts for
8 papers
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…
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…
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…
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…
Information-Energy Regions in the Finite Block-Length Regime with Finite Channel Inputs
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 sets…
Privacy-preserving Incremental ADMM for Decentralized Consensus Optimization
Yu Ye, Hao Chen, Ming Xiao +2
The alternating direction method of multipliers (ADMM) has been recently recognized as a promising optimizer for large-scale machine learning models. However, there are very few re…
Stealth Attacks on the Smart Grid
Ke Sun, Iñaki Esnaola, Samir M. Perlaza +1
Random attacks that jointly minimize the amount of information acquired by the operator about the state of the grid and the probability of attack detection are presented. The attac…
Decentralized Simultaneous Information and Energy Transmission in K-User Multiple Access Channels
Selma Belhadj Amor, Samir M. Perlaza, H. Vincent Poor
In this paper, the fundamental limits of decentralized simultaneous information and energy transmission in the -user Gaussian multiple access channel (G-MAC), with an arbitrary…