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Abstract: We propose the hierarchical Dirichlet process (HDP), a nonparametric Bayesian model for clustering problems involving multiple groups of data. Each group of data is modeled with a mixture, with the number of components being open-ended and inferred automatically by the model. (Update)
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Hierarchical Dirichlet Processes - Yee Whye Teh (2003) (Correct)
Variational methods for the Dirichlet process - Blei, Jordan (2004) (Correct)
Nonparametric empirical Bayes for the Dirichlet process.. - Jon Mcauliffe David (Correct)
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4: Markov chain sampling methods for Dirichlet process mixture models (context) - Neal - 1998
4: A Bayesian analysis of some nonparametric problems (context) - Ferguson - 1973
4: Bayesian density estimation and inference using mixtures - Escobar, West - 1994
BibTeX entry: (Update)
Y. W. Teh, M. I. Jordan, M. J. Beal, and D. M. Blei. Hierarchical dirichlet processes. Technical Report 653, Department Of Statistics, UC Berkeley, 2003. http://citeseer.ist.psu.edu/article/teh03hierarchical.html More
@misc{ teh03hierarchical,
author = "Y. Teh and M. Jordan and M. Beal and D. Blei",
title = "Hierarchical dirichlet processes",
text = "Y. W. Teh, M. I. Jordan, M. J. Beal, and D. M. Blei. Hierarchical dirichlet
processes. Technical Report 653, Department Of Statistics, UC Berkeley,
2003.",
year = "2003",
url = "citeseer.ist.psu.edu/article/teh03hierarchical.html" }
Citations (may not include all citations):168 A Bayesian analysis of some nonparametric problems (context) - Ferguson - 1973
164 Latent Dirichlet allocation - Blei, Ng et al. - 2003
140 Bayesian density estimation and inference using mixtures - Escobar, West - 1995
60 Markov chain sampling methods for Dirichlet process mixture .. (context) - Neal - 2000
44 A constructive definition of Dirichlet priors (context) - Sethuraman - 1994
31 Estimating mixture of Dirichlet process models - MacEachern, Muller - 1998
30 Exchangeability and related topics (context) - Aldous - 1983
15 Variational Algorithms for Approximate Bayesian Inference (context) - Beal - 2004
14 The infinite hidden Markov model - Beal, Ghahramani et al. - 2002
14 The infinite Gaussian mixture model - Rasmussen - 2000
7 Hierarchical topic models and the nested Chinese restaurant .. - Blei, Griffiths et al. - 2004
6 Hierarchical dirichlet processes - Teh, Jordan et al. - 2004
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