Concepedia

Bayesian Topic Models

Bayesian Topic Models is a class of probabilistic generative models for discovering latent thematic structures in document collections through Bayesian inference over discrete topic assignments, distinguished by their joint modeling of documents as mixtures of topics and words as draws from topic-specific word distributions, with priors imposed on the latent variables to support principled uncertainty quantification and sparse, interpretable topic representations.

183

Publications

17K

Citations

498

Authors

214

Institutions

Publications per year

2017–2026

58

Parents

Publications

183

Finding scientific topics

Thomas L. Griffiths, Mark Steyvers · Proceedings of the National Academy of Sciences · 2004 · 6K citations · Full text

, , +16

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

A Bayesian Hierarchical Topic Model for Political Texts: Measuring Expressed Agendas in Senate Press Releases

Justin Grimmer · Political Analysis · 2009 · 558 citations · Full text

, , +17

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

Topic-link LDA

Yan Liu, Alexandru Niculescu-Mizil, Wojciech Gryc · 2009 · 291 citations

, , +14

1–5 of 183

Authors

498

  1. DM
    David M. Blei

    Princeton University, United States

    9 publications · 1.6K citations

    9

    h-index

  2. JZ
    Jun Zhu

    Tsinghua University, China

    8 publications · 417 citations

    8

    h-index

  3. LC
    Lawrence Carin

    Duke University, United States

    6 publications · 190 citations

    6

    h-index

  4. MZ
    Mingyuan Zhou

    The University of Texas at Austin, United States

    5 publications · 132 citations

    5

    h-index

  5. CC
    Changyou Chen

    Duke University, United States

    4 publications · 104 citations

    4

    h-index

1–5 of 498

Institutions

214

  1. Massachusetts Institute of Technology

    Cambridge, United States

    9 h-index

    26 publications

    16.6K citations

  2. Columbia University

    New York, United States

    8 h-index

    11 publications

    520 citations

  3. Princeton University

    Princeton, United States

    7 h-index

    12 publications

    1.2K citations

  4. Duke University

    Durham, United States

    7 h-index

    22 publications

    760 citations

  5. Tsinghua University

    Beijing, China

    7 h-index

    15 publications

    731 citations

  6. University of Illinois Urbana-Champaign

    Urbana, United States

    6 h-index

    11 publications

    1.2K citations

  7. The University of Texas at Austin

    Austin, United States

    6 h-index

    9 publications

    544 citations

  8. Hong Kong University of Science and Technology

    Hong Kong, Hong Kong

    6 h-index

    9 publications

    817 citations

1–8 of 214

Venues

  1. arXiv (Cornell University)

    Repository · 21 publications · 949 citations

    16

    h-index

  2. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 7 publications · 269 citations

    7

    h-index

  3. 5

    h-index

  4. Neural Information Processing Systems

    Conference · 3 publications · 992 citations

    3

    h-index

  5. ACM Transactions on Knowledge Discovery from Data

    TKDD · 3 publications · 62 citations

    3

    h-index

1–5