Nonparametric Divergence Estimation with Applications to Machine Learning on Distributions

Barnabas Poczos, Liang Xiong, Jeff Schneider

Low-dimensional embedding, manifold learning, clustering, classification, and anomaly detection are among the most important problems in machine learning. The existing methods usua…