2 citations · 3 across the 7 of their papers we have counts for
11 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…
A Dual Optimization View to Empirical Risk Minimization with f-Divergence Regularization
Francisco Daunas, Iñaki Esnaola, Samir M. Perlaza
The dual formulation of empirical risk minimization with f-divergence regularization (ERM-fDR) is introduced. The solution of the dual optimization problem to the ERM-fDR is connec…
Generalization Error of -Divergence Stabilized Algorithms via Duality
Francisco Daunas, Iñaki Esnaola, Samir M. Perlaza +1
The solution to empirical risk minimization with -divergence regularization (ERM-DR) is extended to constrained optimization problems, establishing conditions for equivalence…
An information theoretic vulnerability metric for data integrity attacks on smart grids
Xiuzhen Ye, Iñaki Esnaola, Samir M. Perlaza +1
A novel metric that describes the vulnerability of the measurements in power systems to data integrity attacks is proposed. The new metric, coined vulnerability index (VuIx), lever…
Data-Injection Attacks
Iñaki Esnaola, Samir M. Perlaza, Ke Sun
In this chapter we review some of the basic attack constructions that exploit a stochastic description of the state variables. We pose the state estimation problem in a Bayesian se…
Optimal Model-Based Sensor Placement & Adaptive Monitoring Of An Oil Spill
Zak Hodgson, Inaki Esnaola, Bryn Jones
This paper presents a model based adaptive monitoring method for the estimation of flow tracers, with application to mapping, prediction and observation of oil spills in the immedi…