18 citations · 27 across the 3 of their papers we have counts for
3 papers · 1 filter
Online nonparametric regression with Sobolev kernels
Oleksandr Zadorozhnyi, Pierre Gaillard, Sebastien Gerschinovitz +1
In this work we investigate the variation of the online kernelized ridge regression algorithm in the setting of dimensional adversarial nonparametric regression. We derive the…
The sample complexity of level set approximation
François Bachoc, Tommaso Cesari, Sébastien Gerchinovitz
We study the problem of approximating the level set of an unknown function by sequentially querying its values. We introduce a family of algorithms called Bisect and Approximate th…
Optimal functional supervised classification with separation condition
Sébastien Gadat, Sébastien Gerchinovitz, Clément Marteau
We consider the binary supervised classification problem with the Gaussian functional model introduced in [7]. Taking advantage of the Gaussian structure, we design a natural plug-…