Calibrate-Extrapolate: Rethinking Prevalence Estimation with Black Box Classifiers

Siqi Wu, Paul Resnick

In computational social science, researchers often use a pre-trained, black box classifier to estimate the frequency of each class in unlabeled datasets. A variety of prevalence es…