Concepedia

Hierarchical Dirichlet Processes

Hierarchical Dirichlet Processes is a Bayesian nonparametric model that extends the Dirichlet process by organizing multiple Dirichlet processes in a hierarchical structure, enabling shared latent clusters across related groups through a global measure that serves as the base measure for group-specific Dirichlet processes.

239

Publications

20.9K

Citations

560

Authors

257

Institutions

Publications per year

2017–2026

63

Parents

Publications

239

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

Gibbs Sampling Methods for Stick-Breaking Priors

Hemant Ishwaran, Lancelot F. James · Journal of the American Statistical Association · 2001 · 1.6K citations

, , +16

Stochastic variational inference

Matthew D. Hoffman, David M. Blei, Chong Wang et al. · Journal of Machine Learning Research · 2013 · 1.5K citations

, , +17

Topic modeling

Hanna Wallach · 2006 · 1.1K citations

, , +13

Unsupervised Activity Perception in Crowded and Complicated Scenes Using Hierarchical Bayesian Models

Xiaogang Wang, Xiaoxu Ma, W. Eric L. Grimson · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2009 · 534 citations · Full text

, , +16

1–5 of 239

Authors

560

  1. DM
    David M. Blei

    Princeton University, United States

    17 publications · 6.8K citations

    17

    h-index

  2. MI
    Michael I. Jordan

    University of California, Berkeley, United States

    12 publications · 5.5K citations

    12

    h-index

  3. EB
    Erik B. Sudderth

    Massachusetts Institute of Technology, United States

    8 publications · 676 citations

    8

    h-index

  4. LC
    Lawrence Carin

    Duke University, United States

    7 publications · 517 citations

    7

    h-index

  5. JP
    John Paisley

    Columbia University, United States

    7 publications · 2.2K citations

    7

    h-index

1–5 of 560

Institutions

257

  1. University of California, Berkeley

    Berkeley, United States

    19 h-index

    31 publications

    5.4K citations

  2. Princeton University

    Princeton, United States

    13 h-index

    24 publications

    4K citations

  3. Duke University

    Durham, United States

    11 h-index

    20 publications

    1.4K citations

  4. Massachusetts Institute of Technology

    Cambridge, United States

    11 h-index

    27 publications

    4.6K citations

  5. University of Cambridge

    Cambridge, United Kingdom

    7 h-index

    15 publications

    2.1K citations

  6. Carnegie Mellon University

    Pittsburgh, United States

    7 h-index

    8 publications

    1.7K citations

  7. Tsinghua University

    Beijing, China

    7 h-index

    18 publications

    620 citations

  8. Ritsumeikan University

    Kyoto, Japan

    6 h-index

    13 publications

    365 citations

1–8 of 257

Venues

  1. arXiv (Cornell University)

    Repository · 12 publications · 828 citations

    11

    h-index

  2. 8

    h-index

  3. Journal of the American Statistical Association

    7 publications · 5.4K citations

    7

    h-index

  4. IEEE Transactions on Signal Processing

    5 publications · 366 citations

    5

    h-index

  5. PLoS Computational Biology

    4 publications · 393 citations

    4

    h-index

1–5