Unbiased Estimations based on Binary Classifiers: A Maximum Likelihood Approach

Marco J. H. Puts, Piet J. H. Daas

Binary classifiers trained on a certain proportion of positive items introduce a bias when applied to data sets with different proportions of positive items. Most solutions for dea…