Concepedia

Bayesian Networks

Bayesian Networks is a probabilistic graphical model that represents a set of variables and their conditional dependencies via a directed acyclic graph, encoding joint probability distributions with local conditional probability specifications.

5.7K

Publications

367.8K

Citations

13.3K

Authors

3.3K

Institutions

Publications per year

2017–2026

1.7K

Variants

Bayesian NetworkBayesian Network Models

Parents

Publications

5.7K

Factor graphs and the sum-product algorithm

Frank R. Kschischang, Brendan J. Frey, Hans‐Andrea Loeliger · IEEE Transactions on Information Theory · 2001 · 6.5K citations

, , +16

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

Martyn Plummer · 2003 · 4.7K citations

, , +15

Empirical Analysis of Predictive Algorithms for Collaborative Filtering

John S. Breese, David Heckerman, Carl Kadie · arXiv (Cornell University) · 2013 · 4.5K citations · Full text

, , +14

Local Computations with Probabilities on Graphical Structures and Their Application to Expert Systems

Steffen L. Lauritzen, David J. Spiegelhalter · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 1988 · 4K citations

, , +16

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

1–5 of 5.7K

Authors

13.3K

  1. DK
    Daphne Koller

    Stanford University, United States

    39 publications · 5.7K citations

    32

    h-index

  2. NF
    Nir Friedman

    Hebrew University of Jerusalem, Israel

    40 publications · 8.8K citations

    30

    h-index

  3. NF
    Norman Fenton

    Queen Mary University of London, United Kingdom

    48 publications · 2.9K citations

    29

    h-index

  4. MN
    Martin Neil

    Queen Mary University of London, United Kingdom

    41 publications · 3.2K citations

    28

    h-index

  5. PL
    Pedro Larrañaga

    Universidad Politécnica de Madrid, Spain

    40 publications · 2.3K citations

    23

    h-index

1–5 of 13.3K

Institutions

3.3K

  1. Stanford University

    Stanford, United States

    60 h-index

    207 publications

    28.5K citations

  2. University of Washington

    Seattle, United States

    38 h-index

    124 publications

    10.6K citations

  3. Aalborg University

    Aalborg, Denmark

    35 h-index

    103 publications

    12.7K citations

  4. Carnegie Mellon University

    Pittsburgh, United States

    34 h-index

    136 publications

    9.7K citations

  5. University of California, Los Angeles

    Los Angeles, United States

    33 h-index

    141 publications

    8.2K citations

  6. Massachusetts Institute of Technology

    Cambridge, United States

    33 h-index

    112 publications

    11K citations

  7. University of California, Berkeley

    Berkeley, United States

    33 h-index

    83 publications

    14.6K citations

  8. University of Illinois Urbana-Champaign

    Urbana, United States

    32 h-index

    110 publications

    16.7K citations

1–8 of 3.3K

Venues

  1. arXiv (Cornell University)

    Repository · 404 publications · 30.2K citations

    71

    h-index

  2. Reliability Engineering & System Safety

    91 publications · 8.8K citations

    53

    h-index

  3. International Journal of Approximate Reasoning

    110 publications · 5.7K citations

    36

    h-index

  4. Bioinformatics

    49 publications · 7.3K citations

    36

    h-index

  5. Expert Systems with Applications

    61 publications · 3.1K citations

    33

    h-index

1–5