Emmanuel Delande

Decoupling epistemic and aleatoric uncertainties with possibility theory

The special role of epistemic uncertainty in Machine Learning is now well recognised, and an increasing amount of research is focused on methods for dealing specifically with such a lack of knowledge. Yet, most often, a probabilistic representation is considered for both aleatoric and epistemic unce…