Concepedia

Unsupervised Topic Modeling

Unsupervised Topic Modeling is a computational method in natural language processing that automatically discovers latent thematic structures in a corpus without relying on labeled data, distinguishing itself from supervised approaches by inferring topics solely from the statistical patterns of word co-occurrence.

427

Publications

30.9K

Citations

1.3K

Authors

524

Institutions

Publications per year

2017–2026

202

Parents

Publications

427

Probabilistic topic models

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

, , +11

Reading Tea Leaves: How Humans Interpret Topic Models

Jonathan Chang, Sean Gerrish, Chong Wang et al. · 2009 · 1.9K citations

, , +12

Supervised Topic Models

David M. Blei, Jon McAuliffe · arXiv (Cornell University) · 2010 · 1.3K citations · Full text

, , +11

Discovering objects and their location in images

Josef Šivic, Bryan Russell, Alexei A. Efros et al. · 2005 · 984 citations · Full text

, , +16

Accurate and effective latent concept modeling for ad hoc information retrieval

Romain Deveaud, Éric SanJuan, Patrice Bellot · Document numérique · 2014 · 595 citations · Full text

, , +13

1–5 of 427

Authors

1.3K

  1. DM
    David M. Blei

    Princeton University, United States

    9 publications · 9.8K citations

    9

    h-index

  2. JB
    Jordan Boyd‐Graber

    University of Maryland, College Park, United States

    7 publications · 2.3K citations

    7

    h-index

  3. BL
    Bing Liu

    University of Illinois Chicago, United States

    5 publications · 1K citations

    5

    h-index

  4. MD
    Mark Dredze

    Johns Hopkins University, United States

    5 publications · 192 citations

    5

    h-index

  5. DG
    Daniel Gática-Pérez

    Idiap Research Institute, Switzerland

    5 publications · 482 citations

    5

    h-index

1–5 of 1.3K

Institutions

524

  1. Carnegie Mellon University

    Pittsburgh, United States

    14 h-index

    33 publications

    2.3K citations

  2. Stanford University

    Stanford, United States

    12 h-index

    21 publications

    3K citations

  3. University of California, Irvine

    Irvine, United States

    10 h-index

    27 publications

    4.3K citations

  4. Massachusetts Institute of Technology

    Cambridge, United States

    9 h-index

    16 publications

    2.9K citations

  5. University of Maryland, College Park

    College Park, United States

    8 h-index

    16 publications

    3.6K citations

  6. University of Cambridge

    Cambridge, United Kingdom

    7 h-index

    11 publications

    580 citations

  7. University of Illinois Urbana-Champaign

    Urbana, United States

    7 h-index

    21 publications

    580 citations

  8. Microsoft (United States)

    Redmond, United States

    7 h-index

    10 publications

    934 citations

1–8 of 524

Venues

  1. arXiv (Cornell University)

    Repository · 12 publications · 1.8K citations

    11

    h-index

  2. Expert Systems with Applications

    6 publications · 304 citations

    6

    h-index

  3. IEEE Access

    6 publications · 140 citations

    6

    h-index

  4. 5

    h-index

  5. 4

    h-index

1–5