Fast two-sample testing with analytic representations of probability measures

We propose a class of nonparametric two-sample tests with a cost linear in the sample size. Two tests are given, both based on an ensemble of distances between analytic functions representing each of the distributions. The first test uses smoothed empirical characteristic functions to represent the...

Полное описание

Библиографические подробности
Главные авторы: Chwialkowski, K, Ramdas, A, Sejdinovic, D, Gretton, A
Формат: Conference item
Опубликовано: Massachusetts Institute of Technology Press 2015