Dependent Dirichlet Processes

Dependent Dirichlet Processes is a stochastic process that extends the Dirichlet process by allowing the probability distribution indexed by covariates or time to evolve while maintaining the nonparametric Bayesian structure, thereby modeling collections of related random measures with partial exchangeability and dependence across groups or domains.

Publications

2.4K

Citations

Authors

Institutions

Publications per year

2017–2026

Parents

Bayesian Nonparametric MethodsBayesian Nonparametrics

Publications

Order-Based Dependent Dirichlet Processes

Jim E. Griffin, Mark F. J. Steel · Journal of the American Statistical Association · 2006 · 364 citations

Computing, Biostatistics, Spatial Modeling +16

An ANOVA Model for Dependent Random Measures

Maria De Iorio, Peter Müller, Gary L. Rosner et al. · Journal of the American Statistical Association · 2004 · 352 citations

Natural Sciences, Biostatistics, Experimental Design +16

What's going on? Discovering spatio-temporal dependencies in dynamic scenes

Daniel Kuettel, Michael D. Breitenstein, Luc Van Gool et al. · 2010 · 241 citations

Computing, Computer Science, Computer Vision +16

Bayesian Nonparametric Nonproportional Hazards Survival Modeling

Maria De Iorio, Wesley O. Johnson, Peter Müller et al. · Biometrics · 2009 · 153 citations · Full text

Public Health, Biostatistics, Oncology +17

Bayesian Semiparametric Modelling in Quantile Regression

Athanasios Kottas, Milovan Krnjajić · Scandinavian Journal of Statistics · 2009 · 149 citations

Natural Sciences, Biostatistics, Econometrics +16

1–5 of 41

Authors

FA
Fernando A. Quintana
Pontificia Universidad Católica de Chile, Chile
4 publications · 178 citations
4
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PM
Peter Müller
The University of Texas MD Anderson Cancer Center, United States
4 publications · 592 citations
4
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GL
Gary L. Rosner
Johns Hopkins University, United States
3 publications · 518 citations
3
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MD
Maria De Iorio
Imperial College London, United Kingdom
3 publications · 518 citations
3
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AK
Athanasios Kottas
University of California, Santa Cruz, United States
3 publications · 180 citations
3
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1–5 of 95

Institutions

1–8 of 50

Venues

Journal of the American Statistical Association
7 publications · 884 citations
7
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Bayesian Analysis
3 publications · 172 citations
3
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IEEE Transactions on Pattern Analysis and Machine Intelligence
TPAMI · 2 publications · 71 citations
2
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eScholarship (California Digital Library)
Repository · 2 publications · 41 citations
2
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The Annals of Applied Statistics
AOAS · 2 publications · 34 citations
2
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1–5