Concepedia

Latent Variable Graphical Models

Latent Variable Graphical Models is a class of probabilistic graphical models that incorporate unobserved (latent) variables to represent hidden structures or factors underlying observed data, thereby extending standard graphical models by explicitly modeling dependencies between observed variables through these latent components.

184

Publications

15.4K

Citations

459

Authors

199

Institutions

Publications per year

2017–2026

60

Variants

Latent Variable Graphical Modeling

Parents

Publications

184

Mixed Membership Stochastic Blockmodels.

Edoardo M. Airoldi, David M. Blei, Stephen E. Fienberg et al. · PubMed · 2008 · 1.5K citations · Full text

, , +17

Birds of the Same Feather Tweet Together: Bayesian Ideal Point Estimation Using Twitter Data

Pablo Barberá · Political Analysis · 2014 · 968 citations · Full text

, , +17

Mixed membership stochastic blockmodels

Edoardo M. Airoldi, David M. Blei, Stephen E. Fienberg et al. · arXiv (Cornell University) · 2007 · 800 citations · Full text

, , +16

Investigating the performance of exploratory graph analysis and traditional techniques to identify the number of latent factors: A simulation and tutorial.

Hudson Golino, Dingjing Shi, Alexander P. Christensen et al. · Psychological Methods · 2020 · 524 citations · Full text

, , +12

The Analysis of Systems of Qualitative Variables When Some of the Variables Are Unobservable. Part I-A Modified Latent Structure Approach

Leo A. Goodman · American Journal of Sociology · 1974 · 507 citations

, , +12

1–5 of 184

Authors

459

  1. EM
    Edoardo M. Airoldi

    Harvard University, United States

    5 publications · 2.4K citations

    5

    h-index

  2. DM
    David M. Blei

    Princeton University, United States

    5 publications · 2.6K citations

    5

    h-index

  3. EP
    Eric P. Xing

    Carnegie Mellon University, United States

    5 publications · 2.4K citations

    5

    h-index

  4. PD
    Peter D. Hoff

    University of Washington, United States

    4 publications · 602 citations

    4

    h-index

  5. SE
    Stephen E. Fienberg

    Carnegie Mellon University, United States

    4 publications · 2.4K citations

    4

    h-index

1–5 of 459

Institutions

199

  1. University of Washington

    Seattle, United States

    11 h-index

    17 publications

    1.2K citations

  2. Carnegie Mellon University

    Pittsburgh, United States

    11 h-index

    28 publications

    2.7K citations

  3. University of Amsterdam

    Amsterdam, The Netherlands

    7 h-index

    15 publications

    2.1K citations

  4. Princeton University

    Princeton, United States

    6 h-index

    10 publications

    3.4K citations

  5. University of Oxford

    Oxford, United Kingdom

    5 h-index

    15 publications

    388 citations

  6. Massachusetts Institute of Technology

    Cambridge, United States

    5 h-index

    16 publications

    4.1K citations

  7. Harvard University

    Cambridge, United States

    5 h-index

    9 publications

    178 citations

  8. Stanford University

    Stanford, United States

    5 h-index

    7 publications

    258 citations

1–8 of 199

Venues

  1. arXiv (Cornell University)

    Repository · 21 publications · 1.6K citations

    16

    h-index

  2. Psychometrika

    7 publications · 949 citations

    7

    h-index

  3. 5

    h-index

  4. The Annals of Statistics

    5 publications · 488 citations

    5

    h-index

  5. The Annals of Applied Statistics

    AOAS · 4 publications · 312 citations

    4

    h-index

1–5