Concepedia

Graphical Causal Models

Graphical Causal Models is a formal framework that represents causal relationships among variables using directed acyclic graphs, where nodes denote variables and edges encode direct causal influences, enabling the identification and analysis of causal effects from observational and experimental data.

733

Publications

61.6K

Citations

1.6K

Authors

697

Institutions

Publications per year

2017–2026

269

Parents

Publications

733

Causal Diagrams for Epidemiologic Research

Sander Greenland, Judea Pearl, James M. Robins · Epidemiology · 1999 · 3.7K citations

, , +15

Causal diagrams for empirical research

Judea Pearl · Biometrika · 1995 · 2.3K citations

, , +10

Robust causal inference using directed acyclic graphs: the R package ‘dagitty’

Johannes Textor, Benito van der Zander, Mark S. Gilthorpe et al. · International Journal of Epidemiology · 2016 · 2.3K citations · Full text

, , +13

Reducing bias through directed acyclic graphs

Ian Shrier, Robert W. Platt · BMC Medical Research Methodology · 2008 · 1.4K citations · Full text

, , +15

Endogenous Selection Bias: The Problem of Conditioning on a Collider Variable

Felix Elwert, Christopher Winship · Annual Review of Sociology · 2014 · 1.2K citations · Full text

, , +14

1–5 of 733

Authors

1.6K

  1. JP
    Judea Pearl

    University of California, Los Angeles, United States

    36 publications · 9.8K citations

    28

    h-index

  2. IS
    Ilya Shpitser

    Johns Hopkins University, United States

    19 publications · 1.4K citations

    15

    h-index

  3. PB
    Peter Bühlmann

    ETH Zurich, Switzerland

    13 publications · 2K citations

    13

    h-index

  4. PS
    Peter Spirtes

    Carnegie Mellon University, United States

    16 publications · 1.7K citations

    13

    h-index

  5. JM
    James M. Robins

    Harvard University, United States

    17 publications · 5.2K citations

    13

    h-index

1–5 of 1.6K

Institutions

697

  1. University of California, Los Angeles

    Los Angeles, United States

    27 h-index

    55 publications

    7.8K citations

  2. Harvard University

    Cambridge, United States

    23 h-index

    52 publications

    19.4K citations

  3. Carnegie Mellon University

    Pittsburgh, United States

    23 h-index

    71 publications

    6.9K citations

  4. ETH Zurich

    Zurich, Switzerland

    16 h-index

    39 publications

    7.5K citations

  5. University of Washington

    Seattle, United States

    14 h-index

    22 publications

    2.8K citations

  6. University College London

    London, United Kingdom

    14 h-index

    30 publications

    6.6K citations

  7. Massachusetts Institute of Technology

    Cambridge, United States

    12 h-index

    18 publications

    811 citations

  8. Radboud University Nijmegen

    Nijmegen, The Netherlands

    12 h-index

    23 publications

    3.5K citations

1–8 of 697

Venues

  1. arXiv (Cornell University)

    Repository · 85 publications · 3K citations

    31

    h-index

  2. International Journal of Approximate Reasoning

    12 publications · 384 citations

    11

    h-index

  3. Biometrika

    10 publications · 2.9K citations

    10

    h-index

  4. eScholarship (California Digital Library)

    Repository · 11 publications · 883 citations

    10

    h-index

  5. Epidemiology

    9 publications · 5.5K citations

    9

    h-index

1–5