An analysis of binary isotonic regression: degrees of freedom and implications for calibration

Raphael Rossellini, Rina Foygel Barber, Zhimei Ren +1

Isotonic regression is a canonical tool for estimating monotone functions and calibrating probabilistic predictors. We provide a fully sharp finite-sample characterization of its w…