An exact characterization of the generalization error of machine learning algorithms

Xinying Zou , Samir M Perlaza , Iñaki Esnaola , Eitan Altman
INRIA 65 -65

1
2024
The Worst-Case Data-Generating Probability Measure in Statistical Learning

Xinying Zou , Samir M Perlaza , Iñaki Esnaola , Eitan Altman

2024
Stealth attacks on the smart grid

Ke Sun , Iñaki Esnaola , Samir M Perlaza , H Vincent Poor
IEEE Transactions on Smart Grid 11 ( 2) 1276 -1285

29
2019
On the validation of Gibbs algorithms: Training datasets, test datasets and their aggregation

Samir M Perlaza , Iñaki Esnaola , Gaetan Bisson , H Vincent Poor
2023 IEEE International Symposium on Information Theory (ISIT) 328 -333

14
2023
Sensitivity of the Gibbs algorithm to data aggregation in supervised machine learning

Samir M Perlaza , Iñaki Esnaola , H Vincent Poor
Inria 22 -22

11
2022
Analysis of the relative entropy asymmetry in the regularization of empirical risk minimization

Francisco Daunas , Iñaki Esnaola , Samir M Perlaza , H Vincent Poor
2023 IEEE International Symposium on Information Theory (ISIT) 340 -345

10
2023
Decentralized maximum distortion MMSE attacks in electricity grids

Iñaki Esnaola , Samir M Perlaza , H Vincent Poor , Oliver Kosut
Inria-Research Centre Grenoble–Rhône-Alpes 26 -26

4
2015
Asymptotic learning requirements for stealth attacks on linearized state estimation

Ke Sun , Iñaki Esnaola , Antonia M Tulino , H Vincent Poor
IEEE Transactions on Smart Grid

2
2023
Single snapshot system for compressive covariance matrix estimation for hyperspectral imaging via lenslet array

Geison Blanco , Juan Perez , Jonathan Monsalve , Miguel Marquez
2021 XXIII Symposium on Image, Signal Processing and Artificial Vision (STSIVA) 1 -5

2
2021
Cocosvi: Single Snapshot Compressive Spectral Video Via Covariance Matrix Estimation

Jonathan Monsalve , Miguel Marquez , Karen Sanchez , Carlos Hinojosa
2022 12th Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing (WHISPERS) 1 -6

2022
When does channel-output feedback enlarge the capacity region of the two-user linear deterministic interference channel?

Victor Quintero , Samir M Perlaza , Iñaki Esnaola , Jean-Marie Gorce
Cognitive Radio Oriented Wireless Networks: 11th International Conference, CROWNCOM 2016, Grenoble, France, May 30-June 1, 2016, Proceedings 471 -483

5
2016
Approximate capacity of the two-user Gaussian interference channel with noisy channel-output feedback

Victor Quintero , Samir M Perlaza , Iñaki Esnaola , Jean-Marie Gorce
arXiv preprint arXiv:1608.08907

2
2016
Empirical risk minimization with relative entropy regularization: Optimality and sensitivity analysis

Samir M Perlaza , Gaetan Bisson , Iñaki Esnaola , Alain Jean-Marie
2022 IEEE International Symposium on Information Theory (ISIT) 684 -689

13
2022
Empirical risk minimization with relative entropy regularization

Samir M Perlaza , Gaetan Bisson , Iñaki Esnaola , Alain Jean-Marie
IEEE Transactions on Information Theory

8
2024
Empirical risk minimization with generalized relative entropy regularization

Samir M Perlaza , Gaetan Bisson , Iñaki Esnaola , Alain Jean-Marie
Inria

8
2022
Stability of Nonlinear Model Predictive Control Under Consecutive Packet Losses

Paulo Loma-Marconi , Paul Trodden , Iñaki Esnaola
2024 UKACC 14th International Conference on Control (CONTROL) 295 -300

2024
Stability and the Separation Principle in Output-Feedback Stochastic MPC with Random Packet Losses

Paul Trodden , Paulo Loma-Marconi , Iñaki Esnaola
IFAC-PapersOnLine 56 ( 2) 3818 -3823

2023
Model-Based Optimal Adaptive Monitoring of Oil Spills

Zak Hodgson , Iñaki Esnaola , Bryn Jones
IEEE Transactions on Control Systems Technology 30 ( 5) 2115 -2130

1
2022
Empirical risk minimization with f-divergence regularization in statistical learning

Jose Francisco Daunas Torres , Iñaki Esnaola , Samir M Perlaza , H Vincent Poor
Inria

6
2023