Concepedia

Bayesian Nonparametric Topic Models

Bayesian Nonparametric Topic Models is a probabilistic topic modeling framework that belongs to the class of Bayesian nonparametric methods by employing flexible, infinite-dimensional priors to automatically infer the number of topics from data without requiring pre-specification of a fixed topic set.

43

Publications

4.8K

Citations

91

Authors

48

Institutions

Publications per year

2017–2026

9

Parents

Publications

43

Stochastic variational inference

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

, , +17

The nested chinese restaurant process and bayesian nonparametric inference of topic hierarchies

David M. Blei, Thomas L. Griffiths, Michael I. Jordan · Journal of the ACM · 2010 · 667 citations

, , +16

Sharing Clusters among Related Groups: Hierarchical Dirichlet Processes

Yee Whye Teh, Michael I. Jordan, Matthew J. Beal et al. · 2004 · 434 citations

, , +16

Online Variational Inference for the Hierarchical Dirichlet Process

Chong Wang, John Paisley, David M. Blei · 2011 · 330 citations

, , +16

A network approach to topic models

Martin Gerlach, Tiago P. Peixoto, Eduardo G. Altmann · Science Advances · 2018 · 253 citations · Full text

, , +16

1–5 of 43

Authors

91

  1. DM
    David M. Blei

    Princeton University, United States

    12 publications · 3.5K citations

    12

    h-index

  2. JP
    John Paisley

    Columbia University, United States

    5 publications · 1.9K citations

    5

    h-index

  3. MI
    Michael I. Jordan

    University of California, Berkeley, United States

    4 publications · 1.2K citations

    4

    h-index

  4. CW
    Chong Wang

    Princeton University, United States

    4 publications · 544 citations

    4

    h-index

  5. JZ
    Jun Zhu

    Tsinghua University, China

    3 publications · 43 citations

    3

    h-index

1–5 of 91

Institutions

48

  1. Princeton University

    Princeton, United States

    9 h-index

    17 publications

    4K citations

  2. University of California, Berkeley

    Berkeley, United States

    7 h-index

    11 publications

    4.4K citations

  3. Tsinghua University

    Beijing, China

    3 h-index

    8 publications

    116 citations

  4. Carnegie Mellon University

    Pittsburgh, United States

    3 h-index

    3 publications

    1.6K citations

  5. Duke University

    Durham, United States

    3 h-index

    7 publications

    243 citations

  6. Woods Hole Oceanographic Institution

    Falmouth, United States

    2 h-index

    4 publications

    108 citations

  7. National Yang Ming Chiao Tung University

    Hsinchu, Taiwan

    2 h-index

    2 publications

    53 citations

  8. Australian National University

    Canberra, Australia

    2 h-index

    4 publications

    111 citations

1–8 of 48

Venues

  1. arXiv (Cornell University)

    Repository · 7 publications · 287 citations

    7

    h-index

  2. Journal of Machine Learning Research

    JMLR · 2 publications · 1.5K citations

    2

    h-index

  3. 2

    h-index

  4. Bayesian Analysis

    1 publications · 49 citations

    1

    h-index

  5. Science Advances

    1 publications · 253 citations

    1

    h-index

1–5