Extending the Valiant framework to detect incorrect bias

Abstract

Since it is difficult to know the correct bias for an inductive learning problem a priori, the ability to detect a bad bias can be valuable. One method is to take advantage of an algorithm that makes strong performance guarantees when the bias is correct, then verify that the algorithm performs as promised. This paper develops this idea within the context… (More)

Topics

Cite this paper

@inproceedings{Chrisman2015ExtendingTV, title={Extending the Valiant framework to detect incorrect bias}, author={Lonnie Chrisman}, year={2015} }