11 citations · 11 across the 2 of their papers we have counts for
4 papers · 1 filter
Uniform error bounds for quantized dynamical models
Abdelkader Metakalard, Fabien Lauer, Kevin Colin +1
This paper provides statistical guarantees on the accuracy of dynamical models learned from dependent data sequences. Specifically, we develop uniform error bounds that apply to qu…
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…
On the exact minimization of saturated loss functions for robust regression and subspace estimation
Fabien Lauer
This paper deals with robust regression and subspace estimation and more precisely with the problem of minimizing a saturated loss function. In particular, we focus on computationa…
Global optimization for low-dimensional switching linear regression and bounded-error estimation
Fabien Lauer
The paper provides global optimization algorithms for two particularly difficult nonconvex problems raised by hybrid system identification: switching linear regression and bounded-…