Concepedia

Bayesian Graphical Models

Bayesian Graphical Models is a probabilistic graphical model that represents conditional dependencies among random variables through a directed acyclic graph, where the joint probability distribution is specified using Bayesian inference principles to encode uncertainty and facilitate coherent updating of beliefs.

1.4K

Publications

123.3K

Citations

2.7K

Authors

1K

Institutions

Publications per year

2017–2026

262

Parents

Publications

1.4K

WinBUGS - A Bayesian modelling framework: Concepts, structure, and extensibility

David J. Lunn, Andrew C. Thomas, Nicky Best et al. · Statistics and Computing · 2000 · 5.4K citations

, , +11

JAGS: A program for analysis of Bayesian graphical models using Gibbs sampling

Martyn Plummer · 2003 · 4.7K citations

, , +15

Semantic Image Segmentation with Deep Convolutional Nets and Fully Connected CRFs

Liang-Chieh Chen, George Papandreou, Iasonas Kokkinos et al. · arXiv (Cornell University) · 2014 · 3.6K citations · Full text

, , +15

A Bayesian Method for the Induction of Probabilistic Networks from Data

Gregory F. Cooper, Edward H. Herskovits · Machine Learning · 1992 · 3.5K citations · Full text

, , +14

Learning Bayesian Networks: The Combination of Knowledge and Statistical Data

David Heckerman, Dan Geiger, David M. Chickering · Machine Learning · 1995 · 3.2K citations · Full text

, , +14

1–5 of 1.4K

Authors

2.7K

  1. DH
    David Heckerman

    Microsoft (United States), United States

    21 publications · 7.8K citations

    18

    h-index

  2. DK
    Daphne Koller

    Stanford University, United States

    16 publications · 2.6K citations

    16

    h-index

  3. AD
    Adnan Darwiche

    University of California, Los Angeles, United States

    20 publications · 855 citations

    15

    h-index

  4. NF
    Nir Friedman

    Hebrew University of Jerusalem, Israel

    13 publications · 1.7K citations

    13

    h-index

  5. DG
    Dan Geiger

    Technion – Israel Institute of Technology, Israel

    13 publications · 6.5K citations

    12

    h-index

1–5 of 2.7K

Institutions

1K

  1. Stanford University

    Stanford, United States

    26 h-index

    68 publications

    12.8K citations

  2. University of California, Los Angeles

    Los Angeles, United States

    21 h-index

    66 publications

    21.9K citations

  3. University of Washington

    Seattle, United States

    21 h-index

    50 publications

    12.7K citations

  4. Aalborg University

    Aalborg, Denmark

    20 h-index

    38 publications

    3.2K citations

  5. Microsoft (United States)

    Redmond, United States

    19 h-index

    45 publications

    17.1K citations

  6. University of California, Berkeley

    Berkeley, United States

    17 h-index

    36 publications

    3.2K citations

  7. Utrecht University

    Utrecht, The Netherlands

    17 h-index

    40 publications

    1.4K citations

  8. University of Warwick

    Coventry, United Kingdom

    16 h-index

    33 publications

    1.3K citations

1–8 of 1K

Venues

  1. arXiv (Cornell University)

    Repository · 147 publications · 12.3K citations

    42

    h-index

  2. International Journal of Approximate Reasoning

    62 publications · 2.6K citations

    29

    h-index

  3. Journal of the American Statistical Association

    19 publications · 6.8K citations

    18

    h-index

  4. Artificial Intelligence

    19 publications · 4.6K citations

    16

    h-index

  5. Reliability Engineering & System Safety

    15 publications · 1.7K citations

    14

    h-index

1–5