Concepedia

Functional Causal Model Discovery

Functional Causal Model Discovery is a methodological framework within causal discovery that identifies causal relationships by modeling each variable as a deterministic function of its direct causes and an independent noise term, distinguishing itself from purely probabilistic or constraint-based approaches through its explicit functional form assumptions.

9

Publications

433

Citations

43

Authors

15

Institutions

Publications per year

2017–2026

3

Parents

Publications

9

Violence in Prisons: A Sociological Analysis

Desmond Ellis, Harold G. Grasmick, Bernard Gilman · American Journal of Sociology · 1974 · 165 citations

, , +12

Identifiability of Causal Graphs using Functional Models

Jonas Peters, Joris M. Mooij, Dominik Janzing · arXiv (Cornell University) · 2012 · 64 citations · Full text

, , +16

On Estimation of Functional Causal Models

Kun Zhang, Zhikun Wang, Jiji Zhang et al. · ACM Transactions on Intelligent Systems and Technology · 2015 · 42 citations

, , +16

A survey of causal discovery based on functional causal model

Lei Wang, Shanshan Huang, Shu Wang et al. · Engineering Applications of Artificial Intelligence · 2024 · 41 citations

, , +11

Quantitative Analysis of Genetic and Neuronal Multi-Perturbation Experiments

Alon Kaufman, Alon Keinan, Isaac Meilijson et al. · PLoS Computational Biology · 2005 · 34 citations · Full text

, , +11

1–5 of 9

Authors

43

  1. KZ
    Kun Zhang

    Carnegie Mellon University, United States

    2 publications · 62 citations

    2

    h-index

  2. ER
    Eytan Ruppin

    Tel Aviv University, Israel

    1 publications · 34 citations

    1

    h-index

  3. BA
    B.J.M. Ale

    Delft University of Technology, Netherlands

    1 publications · 27 citations

    1

    h-index

  4. ZZ
    Zhenjie Zhang

    Hangzhou Dianzi University, China

    1 publications · 20 citations

    1

    h-index

  5. JQ
    Jie Qiao

    Guangdong University of Technology, China

    1 publications · 20 citations

    1

    h-index

1–5 of 43

Institutions

15

  1. Radboud University Nijmegen

    Nijmegen, The Netherlands

    1 h-index

    1 publications

    64 citations

  2. Max Planck Institute for Intelligent Systems

    Stuttgart, Germany

    1 h-index

    3 publications

    126 citations

  3. Tel Aviv University

    Tel Aviv, Israel

    1 h-index

    4 publications

    136 citations

  4. Southwest University

    Chongqing, China

    1 h-index

    2 publications

    82 citations

  5. Foshan University

    Foshan, China

    1 h-index

    1 publications

    20 citations

  6. Hebrew University of Jerusalem

    Jerusalem, Israel

    1 h-index

    1 publications

    34 citations

  7. Singapore Institute of Technology

    Singapore, Singapore

    1 h-index

    1 publications

    20 citations

  8. Huawei Technologies (China)

    Shenzhen, China

    1 h-index

    1 publications

    28 citations

1–8 of 15

Venues

  1. arXiv (Cornell University)

    Repository · 1 publications · 64 citations

    1

    h-index

  2. PLoS Computational Biology

    1 publications · 34 citations

    1

    h-index

  3. 1

    h-index

  4. 1

    h-index

  5. American Journal of Sociology

    AJS · 1 publications · 165 citations

    1

    h-index

1–5