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Bayesian two-sample tests

Borgwardt, KM and Ghahramani, Z (2009) Bayesian two-sample tests.

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Abstract

In this paper, we present two classes of Bayesian approaches to the two-sample problem. Our first class of methods extends the Bayesian t-test to include all parametric models in the exponential family and their conjugate priors. Our second class of methods uses Dirichlet process mixtures (DPM) of such conjugate-exponential distributions as flexible nonparametric priors over the unknown distributions.

Item Type: Article
Uncontrolled Keywords: cs.LG cs.LG
Subjects: UNSPECIFIED
Divisions: Div F > Computational and Biological Learning
Depositing User: Cron Job
Date Deposited: 07 Mar 2014 11:59
Last Modified: 10 Mar 2014 17:04
DOI:

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