Non-parametric Binary regression in metric spaces with KL loss

Ariel Avital, Klim Efremenko, Aryeh Kontorovich +2

We propose a non-parametric variant of binary regression, where the hypothesis is regularized to be a Lipschitz function taking a metric space to [0,1] and the loss is logarithmic.…