Scoring rule nets: beyond mean target prediction in multivariate regression

Daan Roordink, Sibylle Hess

Probabilistic regression models trained with maximum likelihood estimation (MLE), can sometimes overestimate variance to an unacceptable degree. This is mostly problematic in the m…