Concepedia

Score-based Causal Discovery

Score-Based Causal Discovery is a method for estimating causal graphical models by assigning a score to each candidate graph based on how well it fits the observational data while penalizing complexity, and then selecting the graph with the optimal score.

24

Publications

935

Citations

74

Authors

36

Institutions

Publications per year

2017–2026

15

Variants

Score-based Structure Learning

Parents

Publications

24

Survey and Evaluation of Causal Discovery Methods for Time Series

Émilie Devijver, Éric Gaussier · Journal of Artificial Intelligence Research · 2022 · 121 citations · Full text

, , +13

Generalized Score Functions for Causal Discovery

Biwei Huang, Kun Zhang, Yizhu Lin et al. · 2018 · 107 citations · Full text

, , +14

A Survey on Causal Discovery: Theory and Practice

Alessio Zanga, Fabio Stella · International Journal of Approximate Reasoning · 2022 · 99 citations · Full text

, , +10

Using causal discovery for feature selection in multivariate numerical time series

Youqiang Sun, Jiuyong Li, Jixue Liu et al. · Machine Learning · 2014 · 92 citations

, , +15

Causal Discovery with Reinforcement Learning

Shengyu Zhu, Ignavier Ng, Zhitang Chen · arXiv (Cornell University) · 2019 · 89 citations · Full text

, , +16

1–5 of 24

Authors

74

  1. PS
    Peter Spirtes

    Carnegie Mellon University, United States

    3 publications · 70 citations

    3

    h-index

  2. SM
    Subramani Mani

    Vanderbilt University, United States

    2 publications · 49 citations

    2

    h-index

  3. BS
    Basil Saeed

    Massachusetts Institute of Technology, United States

    2 publications · 22 citations

    2

    h-index

  4. SZ
    Shengyu Zhu

    Huawei Technologies (China), China

    2 publications · 118 citations

    2

    h-index

  5. DI
    Daniel Irving Bernstein

    North Carolina State University, United States

    2 publications · 22 citations

    2

    h-index

1–5 of 74

Institutions

36

  1. Carnegie Mellon University

    Pittsburgh, United States

    4 h-index

    8 publications

    519 citations

  2. University of Pittsburgh

    Pittsburgh, United States

    4 h-index

    9 publications

    141 citations

  3. University of Wisconsin–Milwaukee

    Milwaukee, United States

    2 h-index

    2 publications

    49 citations

  4. Huawei Technologies (China)

    Shenzhen, China

    2 h-index

    5 publications

    265 citations

  5. University of Warwick

    Coventry, United Kingdom

    1 h-index

    2 publications

    68 citations

  6. City, University of London

    London, United Kingdom

    1 h-index

    2 publications

    68 citations

  7. Institut polytechnique de Grenoble

    Grenoble, France

    1 h-index

    3 publications

    363 citations

  8. Southwest University

    Chongqing, China

    1 h-index

    2 publications

    82 citations

1–8 of 36

Venues

  1. arXiv (Cornell University)

    Repository · 8 publications · 237 citations

    8

    h-index

  2. Annals of the New York Academy of Sciences

    1 publications · 14 citations

    1

    h-index

  3. Behaviormetrika

    1 publications · 17 citations

    1

    h-index

  4. 1

    h-index

  5. Journal of Artificial Intelligence Research

    JAIR · 1 publications · 121 citations

    1

    h-index

1–5