Concepedia

Bayesian Network Structure Learning

Bayesian Network Structure Learning is a computational method in probabilistic graphical modeling that identifies the directed acyclic graph structure representing conditional dependencies among random variables from observational data.

764

Publications

57.3K

Citations

1.6K

Authors

648

Institutions

Publications per year

2017–2026

195

Variants

Bayesian Network Structure Discovery

Parents

Publications

764

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

Dynamic bayesian networks: representation, inference and learning

Kevin P. Murphy, Stuart Russell · 2002 · 2.6K citations

, , +11

A Bayesian method for the induction of probabilistic networks from data

Gregory F. Cooper, Edward H. Herskovits · Machine Learning · 1992 · 2.3K citations · Full text

, , +14

Learning Bayesian networks: The combination of knowledge and statistical data

David Heckerman, Dan Geiger, David M. Chickering · Machine Learning · 1995 · 2K citations · Full text

, , +14

1–5 of 764

Authors

1.6K

  1. NF
    Nir Friedman

    Hebrew University of Jerusalem, Israel

    18 publications · 2.6K citations

    17

    h-index

  2. PL
    Pedro Larrañaga

    Universidad Politécnica de Madrid, Spain

    17 publications · 1.3K citations

    16

    h-index

  3. MS
    Marco Scutari

    Dalle Molle Institute for Artificial Intelligence Research, Switzerland

    11 publications · 2.2K citations

    11

    h-index

  4. BM
    Brandon Malone

    Helsinki Institute for Information Technology, Finland

    11 publications · 423 citations

    11

    h-index

  5. CP
    Cassio P. de Campos

    Dalle Molle Institute for Artificial Intelligence Research, Switzerland

    10 publications · 650 citations

    10

    h-index

1–5 of 1.6K

Institutions

648

  1. University of Helsinki

    Helsinki, Finland

    14 h-index

    34 publications

    1.4K citations

  2. Stanford University

    Stanford, United States

    14 h-index

    32 publications

    5.4K citations

  3. Hebrew University of Jerusalem

    Jerusalem, Israel

    13 h-index

    19 publications

    2.7K citations

  4. Microsoft (United States)

    Redmond, United States

    12 h-index

    21 publications

    14.6K citations

  5. Helsinki Institute for Information Technology

    Espoo, Finland

    12 h-index

    25 publications

    1.4K citations

  6. University of California, Los Angeles

    Los Angeles, United States

    12 h-index

    29 publications

    1.5K citations

  7. Aalborg University

    Aalborg, Denmark

    11 h-index

    18 publications

    1K citations

  8. Iowa State University

    Ames, United States

    11 h-index

    19 publications

    499 citations

1–8 of 648

Venues

  1. arXiv (Cornell University)

    Repository · 76 publications · 5.1K citations

    32

    h-index

  2. International Journal of Approximate Reasoning

    31 publications · 1.8K citations

    23

    h-index

  3. Machine Learning

    12 publications · 13.4K citations

    12

    h-index

  4. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 11 publications · 296 citations

    11

    h-index

  5. Expert Systems with Applications

    12 publications · 426 citations

    11

    h-index

1–5