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A PTAS for Agnostically Learning Halfspaces

Published on Aug 20, 20151575 Views

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 $\mu>0$ there is an algorithm that runs in time $\p

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Chapter list

A PTAS for Agnostically Learning Halfspaces00:00
Agnostically Learning Halfspaces00:15
Learning with approximation ratio00:52
A natural assumption01:38