Concepedia

Topic Modeling

Topic Modeling is a statistical text analysis technique within natural language processing that identifies latent thematic structures in a corpus by deriving probabilistic distributions of words and documents, distinguishing itself from other text analytics methods through its unsupervised discovery of recurring semantic patterns without predefined categories.

7.2K

Publications

499.7K

Citations

16.5K

Authors

3.1K

Institutions

Publications per year

2017–2026

3K

Parents

Children

Publications

7.2K

Latent dirichlet allocation

David M. Blei, Andrew Y. Ng, Michael I. Jordan · Journal of Machine Learning Research · 2003 · 27K citations

, , +6

Thumbs up?

Bo Pang, Lillian Lee, Shivakumar Vaithyanathan · 2002 · 7K citations · Full text

, , +16

Finding scientific topics

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

, , +16

Probabilistic topic models

David M. Blei · Communications of the ACM · 2012 · 5.5K citations

, , +11

Software Framework for Topic Modelling with Large Corpora

Petr Sojka · 2010 · 3.8K citations · Full text

, , +11

1–5 of 7.2K

Authors

16.5K

  1. DM
    David M. Blei

    Princeton University, United States

    57 publications · 53.1K citations

    41

    h-index

  2. JH
    Jiawei Han

    University of Illinois Urbana-Champaign, United States

    43 publications · 3.3K citations

    28

    h-index

  3. EP
    Eric P. Xing

    Carnegie Mellon University, United States

    36 publications · 3.3K citations

    28

    h-index

  4. CZ
    ChengXiang Zhai

    University of Illinois Urbana-Champaign, United States

    34 publications · 6.1K citations

    26

    h-index

  5. YH
    Yulan He

    Aston University, United Kingdom

    35 publications · 2.8K citations

    26

    h-index

1–5 of 16.5K

Institutions

3.1K

  1. Carnegie Mellon University

    Pittsburgh, United States

    58 h-index

    356 publications

    33.1K citations

  2. Tsinghua University

    Beijing, China

    55 h-index

    424 publications

    31.3K citations

  3. University of Illinois Urbana-Champaign

    Urbana, United States

    55 h-index

    352 publications

    35K citations

  4. Princeton University

    Princeton, United States

    45 h-index

    121 publications

    48.1K citations

  5. Chinese Academy of Sciences

    Beijing, China

    45 h-index

    389 publications

    23.7K citations

  6. University of Massachusetts Amherst

    Amherst Center, United States

    43 h-index

    193 publications

    29.1K citations

  7. Microsoft Research Asia (China)

    Beijing, China

    42 h-index

    149 publications

    17.7K citations

  8. Microsoft (United States)

    Redmond, United States

    42 h-index

    142 publications

    11.3K citations

1–8 of 3.1K

Venues

  1. arXiv (Cornell University)

    Repository · 216 publications · 11.6K citations

    46

    h-index

  2. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 87 publications · 7K citations

    39

    h-index

  3. Information Processing & Management

    86 publications · 5.1K citations

    38

    h-index

  4. Expert Systems with Applications

    83 publications · 5.5K citations

    38

    h-index

  5. IEEE Access

    118 publications · 4.7K citations

    37

    h-index

1–5