Generalized nonparametric regression in reproducing kernel Hilbert spaces: Consistency and rates of convergence

Ioannis Kalogridis

We develop a comprehensive theory for regularized M-estimation in reproducing kernel Hilbert spaces. Under mild conditions on the loss we establish existence and measurability of t…