MONK Outlier-Robust Mean Embedding Estimation by Median-of-Means

Matthieu Lerasle, Zoltán Szabó, Timothée Mathieu, Guillaume Lecué

Abstract: Mean embeddings provide an extremely flexible and powerful tool in machine learning and statistics to represent probability distributions and define a semi-metric (MMD, maximum mean discrepancy; al...