Concepedia

Score-based Structure Learning

Score-Based Structure Learning is a computational method for inferring the structure of a Directed Acyclic Graph by assigning a score to each candidate graph based on the fit between the graph and observed data, then selecting the graph that maximizes this score.

41

Publications

1.6K

Citations

111

Authors

62

Institutions

Publications per year

2017–2026

15

Parents

Publications

41

Improving Bayesian Network Structure Learning with Mutual Information-Based Node Ordering in the K2 Algorithm

Xuewen Chen, Gopalakrishna Anantha, Xiaotong Lin · IEEE Transactions on Knowledge and Data Engineering · 2008 · 165 citations

, , +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

Combining the Right Features for Complex Event Recognition

Kevin Tang, Bangpeng Yao, Li Fei-Fei et al. · 2013 · 91 citations

, , +16

Using a Local Discovery Ant Algorithm for Bayesian Network Structure Learning

Pedro Contreiras Pinto, Andreas Nägele, Mathäus Dejori et al. · IEEE Transactions on Evolutionary Computation · 2009 · 74 citations

, , +16

Improving algorithms for structure learning in Bayesian Networks using a new implicit score

Lobna Bouchaala, Afif Masmoudi, Faı̈ez Gargouri et al. · Expert Systems with Applications · 2010 · 62 citations

, , +12

1–5 of 41

Authors

111

  1. MS
    Marco Scutari

    Dalle Molle Institute for Artificial Intelligence Research, Switzerland

    5 publications · 263 citations

    5

    h-index

  2. PP
    Pekka Parviainen

    Helsinki Institute for Information Technology, Finland

    3 publications · 91 citations

    3

    h-index

  3. SW
    Shahab Wahhab Kareem

    Sulaimani Polytechnic University, Iraq

    3 publications · 49 citations

    3

    h-index

  4. QZ
    Qing Zhou

    University of California, Los Angeles, United States

    2 publications · 81 citations

    2

    h-index

  5. SO
    Sebastian Ordyniak

    TU Wien, Austria

    2 publications · 74 citations

    2

    h-index

1–5 of 111

Institutions

62

  1. University of Helsinki

    Helsinki, Finland

    4 h-index

    6 publications

    208 citations

  2. Queen Mary University of London

    London, United Kingdom

    2 h-index

    6 publications

    144 citations

  3. University of Sfax

    Sfax, Tunisia

    2 h-index

    5 publications

    178 citations

  4. TU Wien

    Vienna, Austria

    2 h-index

    3 publications

    88 citations

  5. University of Kansas

    Lawrence, United States

    2 h-index

    4 publications

    555 citations

  6. University of Oxford

    Oxford, United Kingdom

    2 h-index

    2 publications

    181 citations

  7. Helsinki Institute for Information Technology

    Espoo, Finland

    2 h-index

    3 publications

    127 citations

  8. University of Zurich

    Zurich, Switzerland

    1 h-index

    2 publications

    50 citations

1–8 of 62

Venues

  1. arXiv (Cornell University)

    Repository · 8 publications · 291 citations

    8

    h-index

  2. Journal of Statistical Software

    JSS · 2 publications · 170 citations

    2

    h-index

  3. 1

    h-index

  4. Journal of Artificial Intelligence Research

    JAIR · 1 publications · 60 citations

    1

    h-index

  5. 1

    h-index

1–5