Robust Correction of Sampling Bias Using Cumulative Distribution Functions

Bijan Mazaheri, Siddharth Jain, Jehoshua Bruck

Varying domains and biased datasets can lead to differences between the training and the target distributions, known as covariate shift. Current approaches for alleviating this oft…