Concepedia

Nonparametric Topic Models

Nonparametric Topic Models is a statistical framework for topic modeling that belongs to the class of Bayesian nonparametric methods, distinguished by its ability to infer the number of topics from data without pre-specifying a fixed number, thereby allowing the topic structure to grow flexibly with increasing document collections.

66

Publications

7.9K

Citations

175

Authors

79

Institutions

Publications per year

2017–2026

16

Parents

Publications

66

Dynamic topic models

David M. Blei, John Lafferty · 2006 · 2.4K citations

, , +17

Stochastic variational inference

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

, , +17

Hierarchical Topic Models and the Nested Chinese Restaurant Process

Thomas L. Griffiths, Michael I. Jordan, Joshua B. Tenenbaum et al. · Neural Information Processing Systems · 2003 · 938 citations

, , +17

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

1–5 of 66

Authors

175

  1. DM
    David M. Blei

    Princeton University, United States

    9 publications · 6K citations

    9

    h-index

  2. AO
    Alice Oh

    Korea Advanced Institute of Science and Technology, South Korea

    5 publications · 250 citations

    5

    h-index

  3. JZ
    Jun Zhu

    Tsinghua University, China

    5 publications · 64 citations

    5

    h-index

  4. CC
    Changyou Chen

    Duke University, United States

    4 publications · 118 citations

    4

    h-index

  5. MZ
    Mingyuan Zhou

    The University of Texas at Austin, United States

    3 publications · 83 citations

    3

    h-index

1–5 of 175

Institutions

79

  1. Princeton University

    Princeton, United States

    7 h-index

    11 publications

    5.5K citations

  2. Tsinghua University

    Beijing, China

    6 h-index

    13 publications

    179 citations

  3. Korea Advanced Institute of Science and Technology

    Daejeon, South Korea

    5 h-index

    14 publications

    669 citations

  4. Carnegie Mellon University

    Pittsburgh, United States

    5 h-index

    11 publications

    4.3K citations

  5. Australian National University

    Canberra, Australia

    4 h-index

    4 publications

    123 citations

  6. Duke University

    Durham, United States

    4 h-index

    8 publications

    254 citations

  7. University of California, Berkeley

    Berkeley, United States

    4 h-index

    7 publications

    4.7K citations

  8. Brown University

    Providence, United States

    3 h-index

    7 publications

    284 citations

1–8 of 79

Venues

  1. arXiv (Cornell University)

    Repository · 9 publications · 377 citations

    9

    h-index

  2. 2

    h-index

  3. Information Sciences

    2 publications · 76 citations

    2

    h-index

  4. Neural Information Processing Systems

    Conference · 2 publications · 948 citations

    2

    h-index

  5. Neurocomputing

    2 publications · 27 citations

    2

    h-index

1–5