Concepedia

Belief Networks

Belief Networks is a probabilistic graphical model that represents a set of variables and their conditional dependencies via a directed acyclic graph, encoding uncertain knowledge through probability distributions to support reasoning under uncertainty.

1.5K

Publications

132.4K

Citations

3.4K

Authors

1.2K

Institutions

Publications per year

2017–2026

346

Parents

Publications

1.5K

A Fast Learning Algorithm for Deep Belief Nets

Geoffrey E. Hinton, Simon Osindero, Yee‐Whye Teh · Neural Computation · 2006 · 16.4K citations

, , +16

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

Investigating Critical Frequency Bands and Channels for EEG-Based Emotion Recognition with Deep Neural Networks

Wei‐Long Zheng, Bao‐Liang Lu · IEEE Transactions on Autonomous Mental Development · 2015 · 2.4K citations

, , +17

The transferable belief model

Philippe Smets, Robert Kennes · Artificial Intelligence · 1994 · 2.2K citations

, , +9

Fusion, propagation, and structuring in belief networks

Judea Pearl · Artificial Intelligence · 1986 · 2.2K citations

, , +10

1–5 of 1.5K

Authors

3.4K

  1. GF
    Gregory F. Cooper

    University of Pittsburgh, United States

    17 publications · 2.8K citations

    14

    h-index

  2. RD
    Rina Dechter

    University of California, Irvine, United States

    14 publications · 1.1K citations

    12

    h-index

  3. DH
    David Heckerman

    Microsoft (United States), United States

    13 publications · 1.9K citations

    12

    h-index

  4. LC
    Linda C. van der Gaag

    Utrecht University, Netherlands

    14 publications · 870 citations

    12

    h-index

  5. RR
    Ronald R. Yager

    Iona College, United States

    14 publications · 450 citations

    12

    h-index

1–5 of 3.4K

Institutions

1.2K

  1. Stanford University

    Stanford, United States

    37 h-index

    112 publications

    18.6K citations

  2. Centre National de la Recherche Scientifique

    Paris, France

    22 h-index

    72 publications

    3.5K citations

  3. Massachusetts Institute of Technology

    Cambridge, United States

    21 h-index

    47 publications

    4.5K citations

  4. University of Toronto

    Toronto, Canada

    20 h-index

    38 publications

    39.1K citations

  5. University of California, Los Angeles

    Los Angeles, United States

    20 h-index

    39 publications

    6K citations

  6. Northwestern Polytechnical University

    Xi'an, China

    17 h-index

    46 publications

    3.2K citations

  7. University of British Columbia

    Vancouver, Canada

    16 h-index

    32 publications

    3K citations

  8. University of Washington

    Seattle, United States

    16 h-index

    31 publications

    1.8K citations

1–8 of 1.2K

Venues

  1. arXiv (Cornell University)

    Repository · 121 publications · 9.5K citations

    43

    h-index

  2. International Journal of Approximate Reasoning

    73 publications · 3.9K citations

    32

    h-index

  3. Artificial Intelligence

    31 publications · 10.9K citations

    24

    h-index

  4. Information Sciences

    14 publications · 523 citations

    13

    h-index

  5. Expert Systems with Applications

    12 publications · 1.5K citations

    12

    h-index

1–5