Concepedia

Structural Topic Models

Structural Topic Model is a probabilistic topic modeling framework that extends the Latent Dirichlet Allocation paradigm by incorporating document-level metadata as covariates to influence topic prevalence and lexical variation, thereby enabling more nuanced inference of thematic structures from text collections.

389

Publications

23.6K

Citations

1.1K

Authors

562

Institutions

Publications per year

2017–2026

278

Parents

Publications

389

Structural Topic Models for Open‐Ended Survey Responses

Margaret E. Roberts, Brandon Stewart, Dustin Tingley et al. · American Journal of Political Science · 2014 · 1.9K citations

, , +15

<b>stm</b>: An <i>R</i> Package for Structural Topic Models

Margaret E. Roberts, Brandon Stewart, Dustin Tingley · Journal of Statistical Software · 2019 · 1.5K citations · Full text

, , +9

How to Analyze Political Attention with Minimal Assumptions and Costs

Kevin M. Quinn, Burt L. Monroe, Michael P. Colaresi et al. · American Journal of Political Science · 2009 · 676 citations · Full text

, , +17

Computer-Assisted Text Analysis for Comparative Politics

Christopher Lucas, Richard A. Nielsen, Margaret E. Roberts et al. · Political Analysis · 2015 · 485 citations · Full text

, , +17

Introduction—Topic models: What they are and why they matter

John W. Mohr, Petko Bogdanov · Poetics · 2013 · 484 citations

, , +10

1–5 of 389

Authors

1.1K

  1. XC
    Xieling Chen

    Education University of Hong Kong, Hong Kong SAR China

    10 publications · 899 citations

    10

    h-index

  2. HX
    Haoran Xie

    Education University of Hong Kong, Hong Kong SAR China

    9 publications · 842 citations

    9

    h-index

  3. ME
    Margaret E. Roberts

    University of California San Diego, United States

    8 publications · 4.6K citations

    8

    h-index

  4. BS
    Brandon Stewart

    Princeton University, United States

    8 publications · 4.6K citations

    8

    h-index

  5. DT
    Dustin Tingley

    Harvard University Press, United States

    8 publications · 4.6K citations

    8

    h-index

1–5 of 1.1K

Institutions

562

  1. Education University of Hong Kong

    Tai Po, Hong Kong

    10 h-index

    24 publications

    2.3K citations

  2. University of Wisconsin–Madison

    Madison, United States

    8 h-index

    37 publications

    1.6K citations

  3. Tsinghua University

    Beijing, China

    8 h-index

    16 publications

    510 citations

  4. Harvard University Press

    Cambridge, United States

    7 h-index

    16 publications

    8.5K citations

  5. Stanford University

    Stanford, United States

    6 h-index

    13 publications

    1.3K citations

  6. University of Bergen

    Bergen, Norway

    6 h-index

    14 publications

    933 citations

  7. University College London

    London, United Kingdom

    6 h-index

    22 publications

    975 citations

  8. Chinese University of Hong Kong

    Hong Kong, Hong Kong

    6 h-index

    12 publications

    323 citations

1–8 of 562

Venues

  1. Information Processing & Management

    10 publications · 761 citations

    10

    h-index

  2. Expert Systems with Applications

    6 publications · 406 citations

    6

    h-index

  3. Scientometrics

    6 publications · 372 citations

    6

    h-index

  4. Information Sciences

    5 publications · 179 citations

    5

    h-index

  5. Sustainability

    5 publications · 183 citations

    5

    h-index

1–5