Overcoming Saturation in Density Ratio Estimation by Iterated Regularization

Lukas Gruber, Markus Holzleitner, Johannes Lehner +2

Estimating the ratio of two probability densities from finitely many samples, is a central task in machine learning and statistics. In this work, we show that a large class of kern…