Clustering Unclustered Data: Unsupervised Binary Labeling of Two Datasets Having Different Class Balances

Marthinus Christoffel du Plessis, Masashi Sugiyama

We consider the unsupervised learning problem of assigning labels to unlabeled data. A naive approach is to use clustering methods, but this works well only when data is properly c…