Concepedia

Markov Network Models

Markov Network Models is a probabilistic graphical model that represents a set of random variables and their conditional dependencies via an undirected graph, distinguished from other graphical models by its use of undirected edges to encode symmetric dependence relations and its foundation in the Markov property for characterizing local independence.

309

Publications

23.2K

Citations

756

Authors

362

Institutions

Publications per year

2017–2026

61

Variants

MrfUndirected Graphical Models

Parents

Publications

309

Learning Low-Level Vision

William T. Freeman · International Journal of Computer Vision · 2000 · 1.5K citations

, , +15

Stereo matching using belief propagation

Jian Sun, Nanning Zheng, Heung‐Yeung Shum · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2003 · 1.3K citations

, , +16

Logit Models and Logistic Regressions for Social Networks: I. An Introduction to Markov Graphs and <i>p</i>

Stanley Wasserman, Philippa Pattison · Psychometrika · 1996 · 1.3K citations

, , +13

Reversible Markov Chains and Random Walks on Graphs

David Aldous, James Allen Fill · 2014 · 968 citations

, , +14

Generalized Belief Propagation

Jonathan S. Yedidia, William T. Freeman, Yair Weiss · 2000 · 916 citations

, , +15

1–5 of 309

Authors

756

  1. PD
    Pedro Domingos

    University of Washington, United States

    8 publications · 514 citations

    8

    h-index

  2. BT
    Ben Taskar

    University of Pennsylvania, United States

    6 publications · 1.5K citations

    6

    h-index

  3. DK
    Daphne Koller

    Stanford University, United States

    6 publications · 1.4K citations

    6

    h-index

  4. JD
    Jesse Davis

    KU Leuven, Belgium

    5 publications · 246 citations

    5

    h-index

  5. JM
    John McCall

    Robert Gordon University, United Kingdom

    5 publications · 120 citations

    5

    h-index

1–5 of 756

Institutions

362

  1. Carnegie Mellon University

    Pittsburgh, United States

    12 h-index

    26 publications

    2.9K citations

  2. University of Washington

    Seattle, United States

    11 h-index

    21 publications

    1.5K citations

  3. Stanford University

    Stanford, United States

    10 h-index

    26 publications

    5.2K citations

  4. The University of Texas at Austin

    Austin, United States

    7 h-index

    17 publications

    1.2K citations

  5. University of California, Berkeley

    Berkeley, United States

    6 h-index

    8 publications

    1.1K citations

  6. Northwestern University

    Evanston, United States

    6 h-index

    14 publications

    1.1K citations

  7. Beihang University

    Beijing, China

    5 h-index

    11 publications

    588 citations

  8. Chinese Academy of Sciences

    Beijing, China

    5 h-index

    14 publications

    466 citations

1–8 of 362

Venues

  1. arXiv (Cornell University)

    Repository · 19 publications · 1K citations

    15

    h-index

  2. 7

    h-index

  3. Performance Evaluation

    3 publications · 205 citations

    3

    h-index

  4. Lirias (KU Leuven)

    Repository · 3 publications · 103 citations

    3

    h-index

  5. Scientific Reports

    3 publications · 161 citations

    3

    h-index

1–5