Unimodal Probability Distributions for Deep Ordinal Classification

Christopher Beckham, Christopher J. Pal

Abstract: Probability distributions produced by the cross-entropy loss for ordinal classification problems can possess undesired properties. We propose a straightforward technique to constrain discrete ordin...