High-Performance Kernel Machines With Implicit Distributed Optimization and Randomization

Haim Avron, Vikas Sindhwani

Abstract: We propose a framework for massive-scale training of kernel-based statistical models, based on combining distributed convex optimization with randomization techniques. Our approach is based on a bl...