Principal Differences Analysis: Interpretable Characterization of Differences between Distributions

Jonas Mueller, Tommi Jaakkola

We introduce principal differences analysis (PDA) for analyzing differences between high-dimensional distributions. The method operates by finding the projection that maximizes the…