Diversity Enhanced Active Learning with Strictly Proper Scoring Rules

Wei Tan, Lan Du, Wray Buntine

We study acquisition functions for active learning (AL) for text classification. The Expected Loss Reduction (ELR) method focuses on a Bayesian estimate of the reduction in classif…