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Keyword

Dirichlet process

Description: A Bayesian nonparametric family of random probability distributions used to model uncertainty over distributions and generate clustering models.
Wikidata ID: wiki/Q5280766
OpenAlex ID: keywords/dirichlet-process
Mixtures of Dirichlet Processes with Applications to Bayesian Nonparametric Problems
1974 · Charles E. Antoniak · The Annals of Statistics · 1,975
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Gibbs Sampling Methods for Stick-Breaking Priors
2001 · Hemant Ishwaran, Lancelot F James · Journal of the American Statistical Association · 1,515
Theory of Statistics
1995 · Mark J. Schervish · Springer series in statistics · 1,058
PhyloBayes MPI: Phylogenetic Reconstruction with Infinite Mixtures of Profiles in a Parallel Environment
2013 · Nicolas Lartillot, Nicolas Rodrigue, et al. · Systematic Biology · 865
Prior Distributions on Spaces of Probability Measures
1974 · Thomas S. Ferguson · The Annals of Statistics · 801
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On a Class of Bayesian Nonparametric Estimates: I. Density Estimates
1984 · Albert Y. Lo · The Annals of Statistics · 722
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Convergence rates of posterior distributions
2000 · Subhashis Ghosal, Jayanta K. Ghosh, et al. · The Annals of Statistics · 670
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Automatic model construction with Gaussian processes
2014 · Duvenaud, David · Apollo (University of Cambridge) · 495
The Infinite Hidden Markov Model
2002 · Matthew J. Beal, Zoubin Ghahramani, et al. · The MIT Press eBooks · 492
A hierarchical Bayesian language model based on Pitman-Yor processes
2006 · Yee Whye Teh · 490
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Nonparametric Bayesian Data Analysis
2004 · Peter Müller, Fernando A. Quintana · Statistical Science · 447
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Sampling the Dirichlet Mixture Model with Slices
2007 · Stephen G. Walker · Communications in Statistics - Simulation and Computation · 422
Nonparametric Bayesian Dictionary Learning for Analysis of Noisy and Incomplete Images
2011 · Mingyuan Zhou, Haojun Chen, et al. · IEEE Transactions on Image Processing · 378
Some Aspects of Polya Tree Distributions for Statistical Modelling
1992 · Michael Lavine · The Annals of Statistics · 374
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Infinite Mixtures of Gaussian Process Experts
2001 · Carl Edward Rasmussen, Zoubin Ghahramani · 369
Hierarchical Beta Processes and the Indian Buffet Process
2007 · Romain Thibaux, Michael I. Jordan · UC Berkeley · 352
Bayesian Nonparametric Spatial Modeling With Dirichlet Process Mixing
2005 · Alan E Gelfand, Athanasios Kottas, et al. · Journal of the American Statistical Association · 350
An ANOVA Model for Dependent Random Measures
2004 · Maria De Iorio, Peter Müller, et al. · Journal of the American Statistical Association · 342
Hierarchical Bayesian nonparametric models with applications
2010 · Yee Whye Teh, Michael I. Jordan · Cambridge University Press eBooks · 319
A semiparametric Bayesian model for randomised block designs
1996 · C. Bush · Biometrika · 305
Markov chain Monte Carlo in approximate Dirichlet and beta two-parameter process hierarchical models
2000 · H Ishwaran · Biometrika · 279
Exact and approximate sum representations for the Dirichlet process
2002 · Hemant Ishwaran, Mahmoud Zarepour · Canadian Journal of Statistics · 273
Modelling Heterogeneity With and Without the Dirichlet Process
2001 · Peter J. Green, Sylvia Richardson · Scandinavian Journal of Statistics · 272
Adaptor Grammars: A Framework for Specifying Compositional Nonparametric Bayesian Models
2007 · Mark Johnson, Thomas L. Griffiths, et al. · The MIT Press eBooks · 271
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Nonparametric factor analysis with beta process priors
2009 · John Paisley, Lawrence Carin · International Conference on Machine Learning · 268
Works count: 1,762
Citation count: 33,230
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