Concept
Milieu de gamme (statistique)
Publications associées (23)
Regularization for distributionally robust state estimation and prediction
Giancarlo Ferrari Trecate, Florian Dörfler, Jean-Sébastien Hubert Brouillon
The increasing availability of sensing techniques provides a great opportunity for engineers to design state estimation methods, which are optimal for the system under observation and the observed noise patterns. However, these patterns often do not fulfil ...
2023Data-Aware Privacy-Preserving Machine Learning
In this thesis, we focus on the problem of achieving practical privacy guarantees in machine learning (ML), where the classic differential privacy (DP) fails to maintain a good trade-off between user privacy and data utility. Differential privacy guarantee ...
EPFL2020Adversarial Analytics
Adversarial learning is an emergent technique that provides better security to machine learning systems by deliberately protecting them against specific vulnerabilities of the learning algorithms. Many adversarial learning problems can be cast equivalently ...
EPFL2019