Streaming kernel regression with provably adaptive mean, variance, and regularization

Audrey Durand, Odalric-Ambrym Maillard, Joelle Pineau

We consider the problem of streaming kernel regression, when the observations arrive sequentially and the goal is to recover the underlying mean function, assumed to belong to an R…