48 citations · 49 across the 2 of their papers we have counts for
2 papers
math.ST2013★ 1 cited
Comparison bewteen multi-task and single-task oracle risks in kernel ridge regression
Matthieu Solnon
In this paper we study multi-task kernel ridge regression and try to understand when the multi-task procedure performs better than the single-task one, in terms of averaged quadrat…
math.ST2011★ 48 cited
Multi-task Regression using Minimal Penalties
Matthieu Solnon, Sylvain Arlot, Francis Bach
In this paper we study the kernel multiple ridge regression framework, which we refer to as multi-task regression, using penalization techniques. The theoretical analysis of this p…