Concepedia

Dirichlet Process Models

Dirichlet Process Models is a Bayesian nonparametric model that employs a Dirichlet process as a prior distribution over probability distributions, enabling flexible clustering and mixture modeling with an unbounded number of components.

1.1K

Publications

79.2K

Citations

1.9K

Authors

801

Institutions

Publications per year

2017–2026

204

Variants

Dirichlet Process ModelDpm

Parents

Publications

1.1K

A Bayesian Analysis of Some Nonparametric Problems

Thomas S. Ferguson · The Annals of Statistics · 1973 · 4.8K citations · Full text

, , +15

Hierarchical Dirichlet Processes

Yee Whye Teh, Michael I. Jordan, Matthew J. Beal et al. · Journal of the American Statistical Association · 2006 · 3.6K citations

, , +16

Bayesian Density Estimation and Inference Using Mixtures

Michael Escobar, Mike West · Journal of the American Statistical Association · 1995 · 2.2K citations

, , +16

Markov Chain Sampling Methods for Dirichlet Process Mixture Models

Radford M. Neal · Journal of Computational and Graphical Statistics · 2000 · 2.2K citations

, , +16

Mixtures of Dirichlet Processes with Applications to Bayesian Nonparametric Problems

C. Antoniak · The Annals of Statistics · 1974 · 2K citations · Full text

, , +15

1–5 of 1.1K

Authors

1.9K

  1. DB
    David B. Dunson

    Duke University, United States

    29 publications · 1.8K citations

    20

    h-index

  2. NB
    Nizar Bouguila

    Concordia University, Canada

    34 publications · 1.1K citations

    18

    h-index

  3. MI
    Michael I. Jordan

    University of California, Berkeley, United States

    22 publications · 7.4K citations

    18

    h-index

  4. DM
    David M. Blei

    Princeton University, United States

    17 publications · 8.3K citations

    17

    h-index

  5. AL
    Antonio Lijoi

    University of Pavia, Italy

    16 publications · 846 citations

    15

    h-index

1–5 of 1.9K

Institutions

801

  1. Duke University

    Durham, United States

    33 h-index

    128 publications

    12.2K citations

  2. University of California, Berkeley

    Berkeley, United States

    25 h-index

    54 publications

    8.1K citations

  3. University of Cambridge

    Cambridge, United Kingdom

    19 h-index

    53 publications

    3.7K citations

  4. Massachusetts Institute of Technology

    Cambridge, United States

    18 h-index

    53 publications

    4.2K citations

  5. Carnegie Mellon University

    Pittsburgh, United States

    18 h-index

    33 publications

    5.3K citations

  6. Princeton University

    Princeton, United States

    17 h-index

    29 publications

    4.2K citations

  7. Concordia University

    Montreal, Canada

    17 h-index

    54 publications

    1.5K citations

  8. Centre National de la Recherche Scientifique

    Paris, France

    16 h-index

    43 publications

    5.7K citations

1–8 of 801

Venues

  1. Journal of the American Statistical Association

    60 publications · 13K citations

    35

    h-index

  2. The Annals of Statistics

    32 publications · 10.4K citations

    26

    h-index

  3. arXiv (Cornell University)

    Repository · 54 publications · 1.7K citations

    23

    h-index

  4. Bayesian Analysis

    23 publications · 2.5K citations

    20

    h-index

  5. Biometrics

    21 publications · 903 citations

    18

    h-index

1–5