Calibrated Uncertainty Sampling for Active Learning

Ha Manh Bui, Iliana Maifeld-Carucci, Anqi Liu

We study the problem of actively learning a classifier with a low calibration error. One of the most popular Acquisition Functions (AFs) in pool-based Active Learning (AL) is query…