Concepedia

Dirichlet Process Mixtures

Dirichlet Process Mixtures is a Bayesian nonparametric model that employs a Dirichlet process prior to define a flexible mixture distribution over an infinite number of potential components, enabling data-driven determination of cluster structure.

434

Publications

31.4K

Citations

902

Authors

426

Institutions

Publications per year

2017–2026

110

Variants

Dirichlet Process Mixture ModelsDpmms

Parents

Publications

434

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

Variational inference for Dirichlet process mixtures

David M. Blei, Michael I. Jordan · Bayesian Analysis · 2006 · 1.5K citations · Full text

, , +16

The value of prior knowledge in discovering motifs with MEME.

Trisha L. Bailey, Charles Elkan · PubMed · 1995 · 681 citations

, , +15

1–5 of 434

Authors

902

  1. MI
    Michael I. Jordan

    University of California, Berkeley, United States

    14 publications · 2.7K citations

    13

    h-index

  2. NB
    Nizar Bouguila

    Concordia University, Canada

    15 publications · 499 citations

    13

    h-index

  3. DB
    David B. Dunson

    Duke University, United States

    12 publications · 706 citations

    11

    h-index

  4. WF
    Wentao Fan

    Huaqiao University, China

    9 publications · 194 citations

    9

    h-index

  5. DM
    David M. Blei

    Princeton University, United States

    8 publications · 2.3K citations

    8

    h-index

1–5 of 902

Institutions

426

  1. Duke University

    Durham, United States

    21 h-index

    48 publications

    5.3K citations

  2. Texas A&M University

    College Station, United States

    15 h-index

    34 publications

    1.3K citations

  3. University of California, Berkeley

    Berkeley, United States

    13 h-index

    30 publications

    4.1K citations

  4. Massachusetts Institute of Technology

    Cambridge, United States

    12 h-index

    28 publications

    1.7K citations

  5. Concordia University

    Montreal, Canada

    12 h-index

    23 publications

    665 citations

  6. University of Cambridge

    Cambridge, United Kingdom

    12 h-index

    31 publications

    2.8K citations

  7. University of California, Santa Cruz

    Santa Cruz, United States

    11 h-index

    18 publications

    2.6K citations

  8. Carnegie Mellon University

    Pittsburgh, United States

    10 h-index

    14 publications

    2.4K citations

1–8 of 426

Venues

  1. Journal of the American Statistical Association

    26 publications · 4.5K citations

    22

    h-index

  2. arXiv (Cornell University)

    Repository · 25 publications · 1.1K citations

    17

    h-index

  3. Bayesian Analysis

    14 publications · 2.1K citations

    12

    h-index

  4. Biometrics

    11 publications · 327 citations

    11

    h-index

  5. Journal of Computational and Graphical Statistics

    JCGS · 13 publications · 4.3K citations

    11

    h-index

1–5