Concepedia

Hierarchical Topic Models

Hierarchical Topic Models is a type of probabilistic topic model that extends flat topic structures by organizing topics into a hierarchy to capture broader and more fine-grained thematic relationships in text corpora.

344

Publications

26.5K

Citations

993

Authors

376

Institutions

Publications per year

2017–2026

123

Parents

Publications

344

Stochastic variational inference

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

, , +17

Topic modeling

Hanna Wallach · 2006 · 1.1K citations

, , +13

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

Hierarchically Classifying Documents Using Very Few Words

Daphne Koller, Mehran Sahami · 1997 · 841 citations

, , +15

A Model of Text for Experimentation in the Social Sciences

Margaret E. Roberts, Brandon Stewart, Edoardo M. Airoldi · Journal of the American Statistical Association · 2016 · 731 citations · Full text

, , +9

1–5 of 344

Authors

993

  1. DM
    David M. Blei

    Princeton University, United States

    11 publications · 3.7K citations

    11

    h-index

  2. JH
    Jiawei Han

    University of Illinois Urbana-Champaign, United States

    6 publications · 194 citations

    6

    h-index

  3. JP
    John Paisley

    Columbia University, United States

    6 publications · 2.1K citations

    6

    h-index

  4. WB
    Wray Buntine

    Monash University, Australia

    6 publications · 237 citations

    6

    h-index

  5. EP
    Eric P. Xing

    Carnegie Mellon University, United States

    5 publications · 482 citations

    5

    h-index

1–5 of 993

Institutions

376

  1. Princeton University

    Princeton, United States

    12 h-index

    23 publications

    5.2K citations

  2. University of Illinois Urbana-Champaign

    Urbana, United States

    11 h-index

    40 publications

    1.5K citations

  3. Chinese Academy of Sciences

    Beijing, China

    10 h-index

    33 publications

    2.2K citations

  4. Massachusetts Institute of Technology

    Cambridge, United States

    8 h-index

    20 publications

    4.3K citations

  5. Carnegie Mellon University

    Pittsburgh, United States

    8 h-index

    15 publications

    3K citations

  6. University of California, Berkeley

    Berkeley, United States

    8 h-index

    11 publications

    4.4K citations

  7. Tsinghua University

    Beijing, China

    7 h-index

    19 publications

    994 citations

  8. University of Massachusetts Amherst

    Amherst Center, United States

    6 h-index

    17 publications

    2.6K citations

1–8 of 376

Venues

  1. arXiv (Cornell University)

    Repository · 10 publications · 506 citations

    10

    h-index

  2. IEEE Transactions on Visualization and Computer Graphics

    TVCG · 7 publications · 549 citations

    7

    h-index

  3. 6

    h-index

  4. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 6 publications · 465 citations

    6

    h-index

  5. Neural Information Processing Systems

    Conference · 6 publications · 1.2K citations

    6

    h-index

1–5