Convergence of Uncertainty Sampling for Active Learning

Anant Raj, Francis R. Bach

Abstract: Uncertainty sampling in active learning is heavily used in practice to reduce the annotation cost. However, there has been no wide consensus on the function to be used for uncertainty estimation in...