SafePredict: A Meta-Algorithm for Machine Learning That Uses Refusals to Guarantee Correctness

1 code implementation • 21 Aug 2017 • Mustafa A. Kocak, David Ramirez, Elza Erkip, Dennis E. Shasha

Allowing refusals means that the meta-algorithm may refuse to emit a prediction produced by the base algorithm on occasion so that the error rate on non-refused predictions does not exceed $\epsilon$.

BIG-bench Machine Learning