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Hierarchical dirichlet processes

by: Y Teh, M Jordan, M Beal, D Blei
(2003)


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We consider problems involving groups of data, where each observation within a group is a draw from a mixture model, and where it is desirable to share mixture components both within and between groups. We assume that the number of mixture components is unknown a priori and is to be inferred from the data. In this setting it is natural to consider sets of Dirichlet processes, one for each group, where the well-known clustering property of the Dirichlet process provides a nonparametric...


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