Concepedia

Spatial Markov Random Fields

Spatial Markov Random Fields is a probabilistic graphical model that represents spatially correlated random variables through an undirected graph structure, where the probability distribution of each variable depends only on its neighbors, embodying the Markov property to capture local spatial dependencies in georeferenced data.

65

Publications

4.4K

Citations

139

Authors

103

Institutions

Publications per year

2017–2026

8

Variants

Spatial Mrfs

Parents

Publications

65

Bayesian Computation and Stochastic Systems

Julian Besag, Peter Green, David Higdon et al. · Statistical Science · 1995 · 958 citations · Full text

, , +16

On conditional and intrinsic autoregressions

Julian Besag, Charles Kooperberg · Biometrika · 1995 · 729 citations

, , +15

Scene Segmentation from Visual Motion Using Global Optimization

David W. Murray, Bernard F. Buxton · IEEE Transactions on Pattern Analysis and Machine Intelligence · 1987 · 300 citations

, , +16

Markov tree model of transport in area-preserving maps

James D. Meiss, Edward Ott · Physica D Nonlinear Phenomena · 1986 · 236 citations

, , +12

Region Classification with Markov Field Aspect Models

Jakob Verbeek, Bill Triggs · 2007 · 190 citations · Full text

, , +15

1–5 of 65

Authors

139

  1. DH
    David Higdon

    Los Alamos National Laboratory, United States

    3 publications · 989 citations

    3

    h-index

  2. JB
    Julian Besag

    University of Washington, United States

    3 publications · 1.7K citations

    3

    h-index

  3. DM
    Debashis Mondal

    Indian Institute of Science Education and Research Pune, India

    2 publications · 83 citations

    2

    h-index

  4. AD
    Akhil Datta‐Gupta

    Texas A&M University, United States

    2 publications · 31 citations

    2

    h-index

  5. TL
    Tanguy Le Borgne

    Géosciences Rennes, France

    2 publications · 154 citations

    2

    h-index

1–5 of 139

Institutions

103

  1. Centre National de la Recherche Scientifique

    Paris, France

    4 h-index

    7 publications

    390 citations

  2. Iowa State University

    Ames, United States

    3 h-index

    6 publications

    159 citations

  3. University of California, Santa Barbara

    Santa Barbara, United States

    2 h-index

    3 publications

    487 citations

  4. University of Connecticut

    Storrs, United States

    2 h-index

    6 publications

    120 citations

  5. University of Washington

    Seattle, United States

    2 h-index

    4 publications

    1.6K citations

  6. University of Washington Applied Physics Laboratory

    Seattle, United States

    2 h-index

    4 publications

    1.6K citations

  7. Columbia University

    New York, United States

    2 h-index

    4 publications

    164 citations

  8. West Virginia University

    Morgantown, United States

    2 h-index

    2 publications

    66 citations

1–8 of 103

Venues

  1. Advances in Water Resources

    3 publications · 186 citations

    3

    h-index

  2. Papers of the Regional Science Association

    2 publications · 66 citations

    2

    h-index

  3. Journal of Computational and Graphical Statistics

    JCGS · 2 publications · 66 citations

    2

    h-index

  4. Advances in Applied Probability

    AAP · 2 publications · 60 citations

    2

    h-index

  5. Spatial Statistics

    2 publications · 190 citations

    2

    h-index

1–5