Concepedia

Constraint-based Structure Learning

Constraint-Based Structure Learning is a method for inferring the structure of a Directed Acyclic Graph by identifying conditional independence relationships among variables to constrain the space of possible graphical models.

45

Publications

2.5K

Citations

105

Authors

59

Institutions

Publications per year

2017–2026

15

Parents

Publications

45

Order-independent constraint-based causal structure learning

Diego Colombo, Marloes H. Maathuis · arXiv (Cornell University) · 2014 · 470 citations · Full text

, , +13

Efficient Structure Learning of Bayesian Networks using Constraints

Cassio P. de Campos, Qiang Ji · Research Portal (Queen's University Belfast) · 2011 · 250 citations · Full text

, , +17

Causal Discovery for Climate Research Using Graphical Models

Imme Ebert‐Uphoff, Yi Deng · Journal of Climate · 2012 · 194 citations · Full text

, , +17

Bayesian Network Constraint-Based Structure Learning Algorithms: Parallel and Optimized Implementations in the <b>bnlearn</b> <i>R</i> Package

Marco Scutari · Journal of Statistical Software · 2017 · 149 citations · Full text

, , +16

Structured learning with constrained conditional models

Ming‐Wei Chang, Lev Ratinov, Dan Roth · Machine Learning · 2012 · 126 citations · Full text

, , +5

1–5 of 45

Authors

105

  1. MS
    Marco Scutari

    Dalle Molle Institute for Artificial Intelligence Research, Switzerland

    4 publications · 238 citations

    4

    h-index

  2. MH
    Marloes H. Maathuis

    ETH Zurich, Switzerland

    3 publications · 496 citations

    3

    h-index

  3. SA
    Srinivas Aluru

    Iowa State University, United States

    2 publications · 23 citations

    2

    h-index

  4. CW
    Chris Weikart

    Carnegie Mellon University, United States

    2 publications · 67 citations

    2

    h-index

  5. QJ
    Qiang Ji

    Rensselaer Polytechnic Institute, United States

    2 publications · 371 citations

    2

    h-index

1–5 of 105

Institutions

59

  1. Georgia Institute of Technology

    Atlanta, United States

    4 h-index

    8 publications

    291 citations

  2. University of Oxford

    Oxford, United Kingdom

    3 h-index

    3 publications

    192 citations

  3. ETH Zurich

    Zurich, Switzerland

    3 h-index

    6 publications

    1.1K citations

  4. Griffith University

    Brisbane, Australia

    2 h-index

    2 publications

    30 citations

  5. Aalto University

    Espoo, Finland

    2 h-index

    5 publications

    72 citations

  6. University of Helsinki

    Helsinki, Finland

    2 h-index

    2 publications

    30 citations

  7. Åbo Akademi University

    Turku, Finland

    2 h-index

    4 publications

    60 citations

  8. Carnegie Mellon University

    Pittsburgh, United States

    2 h-index

    2 publications

    78 citations

1–8 of 59

Venues

  1. arXiv (Cornell University)

    Repository · 6 publications · 584 citations

    6

    h-index

  2. Pattern Recognition

    1 publications · 119 citations

    1

    h-index

  3. Journal of Statistical Software

    JSS · 1 publications · 149 citations

    1

    h-index

  4. Applied Artificial Intelligence

    AAI · 1 publications · 47 citations

    1

    h-index

  5. Probabilistic Graphical Models

    Conference · 1 publications · 12 citations

    1

    h-index

1–5