Whenever people talk non-parametric Bayes it's always with an eye towards clustering. I'd like to learn more about using it in place of classical statistical tests though. Maybe something akin to the Mann-Whitney U test. http://en.wikipedia.org/wiki/Mann–Whitney_U_test
