Distributed Nyström Kernel Learning with Communications

Rong Yin, Yong Liu, Weiping Wang, Dan Meng

Abstract: We study the statistical performance for distributed kernel ridge regression with Nyström (DKRR-NY) and with Nyström and iterative solvers (DKRR-NY-PCG) and successfully derive the optimal learning...