Estimating Optimal Active Learning via Model Retraining Improvement

Lewis P. G. Evans, Niall M. Adams, Christoforos Anagnostopoulos

A central question for active learning (AL) is: "what is the optimal selection?" Defining optimality by classifier loss produces a new characterisation of optimal AL behaviour, by…