Optimal Distributed Learning with Multi-pass Stochastic Gradient Methods

Junhong Lin, Volkan Cevher

Abstract: We study generalization properties of distributed algorithms in the setting of nonparametric regression over a reproducing kernel Hilbert space (RKHS). We investigate distributed stochastic gradien...