A PTAS for Agnostically Learning Halfspaces

Amit Daniely

Abstract: We present a PTAS for agnostically learning halfspaces w.r.t. the uniform distribution on the d dimensional sphere. Namely, we show that for every μ>0 there is an algorithm that runs in time \mathr...