Improving Active Learning with a Bayesian Representation of Epistemic Uncertainty

Jake Thomas, Jeremie Houssineau

A popular strategy for active learning is to specifically target a reduction in epistemic uncertainty, since aleatoric uncertainty is often considered as being intrinsic to the sys…