Eyke Höllermeier

Is the volume of a credal set a good measure for epistemic uncertainty?

Adequate uncertainty representation and quantification have become imperative in various scientific disciplines, especially in machine learning and artificial intelligence. As an alternative to representing uncertainty via one single probability measure, we consider credal sets (convex sets of proba…