Adaptivity for Regularized Kernel Methods by Lepskii's Principle

Nicole Mücke

We address the problem of {\it adaptivity} in the framework of reproducing kernel Hilbert space (RKHS) regression. More precisely, we analyze estimators arising from a linear regul…