1 citations · 1 across the 2 of their papers we have counts for
2 papers
cs.LG2023
Uniform Risk Bounds for Learning with Dependent Data Sequences
Fabien Lauer
This paper extends standard results from learning theory with independent data to sequences of dependent data. Contrary to most of the literature, we do not rely on mixing argument…
math.OC2023★ 1 cited
Margin theory for the scenario-based approach to robust optimization in high dimension
Fabien Lauer
This paper deals with the scenario approach to robust optimization. This relies on a random sampling of the possibly infinite number of constraints induced by uncertainties in the…