Trustworthy Predictive Distributions for Tail Events with Semiparametric Diagnostic Transport Maps

Elizabeth Cucuzzella, Rafael Izbicki, Ann B. Lee

Machine learning forecast systems are moving beyond point predictions to full predictive distributions for future outcomes y conditional on complex inputs x. However, these distrib…