Concepedia

Causal Inference From Data

Causal Inference From Data is a systematic methodology within data interpretation that identifies and establishes cause-and-effect relationships among variables by distinguishing genuine causal mechanisms from mere correlations through formal modeling, controlled assumptions, and statistical or algorithmic analysis.

823

Publications

92.4K

Citations

1.7K

Authors

703

Institutions

Publications per year

2017–2026

338

Parents

Publications

823

Statistics and Causal Inference

Paul W. Holland · Journal of the American Statistical Association · 1986 · 5.1K citations

, , +14

<b>MatchIt</b>: Nonparametric Preprocessing for Parametric Causal Inference

Daniel E. Ho, Kosuke Imai, Gary King et al. · Journal of Statistical Software · 2011 · 4.4K citations · Full text

, , +13

Matching as Nonparametric Preprocessing for Reducing Model Dependence in Parametric Causal Inference

Daniel E. Ho, Kosuke Imai, Gary King et al. · Political Analysis · 2007 · 4.3K citations · Full text

, , +15

Causal Diagrams for Epidemiologic Research

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

, , +15

Air Pollution and Hospital Admissions for Heart Disease in Eight U.S. Counties

Epidemiology · 1999 · 3.1K citations

, , +17

1–5 of 823

Authors

1.7K

  1. DJ
    Dominik Janzing

    Max Planck Institute for Intelligent Systems, Germany

    20 publications · 2.2K citations

    17

    h-index

  2. BS
    Bernhard Schölkopf

    Max Planck Institute for Intelligent Systems, Germany

    19 publications · 2.4K citations

    16

    h-index

  3. JP
    Judea Pearl

    University of California, Los Angeles, United States

    18 publications · 7.8K citations

    15

    h-index

  4. CG
    Clark Glymour

    Carnegie Mellon University, United States

    14 publications · 1.5K citations

    14

    h-index

  5. JM
    Joris M. Mooij

    Radboud University Nijmegen, Netherlands

    10 publications · 1.7K citations

    10

    h-index

1–5 of 1.7K

Institutions

703

  1. Carnegie Mellon University

    Pittsburgh, United States

    23 h-index

    62 publications

    4.7K citations

  2. University of California, Berkeley

    Berkeley, United States

    22 h-index

    41 publications

    4.9K citations

  3. University of California, Los Angeles

    Los Angeles, United States

    21 h-index

    48 publications

    7.5K citations

  4. Harvard University

    Cambridge, United States

    21 h-index

    47 publications

    19.2K citations

  5. Max Planck Institute for Intelligent Systems

    Stuttgart, Germany

    16 h-index

    49 publications

    4.7K citations

  6. Max Planck Society

    Munich, Germany

    15 h-index

    50 publications

    4.5K citations

  7. Columbia University

    New York, United States

    13 h-index

    23 publications

    975 citations

  8. Harvard University Press

    Cambridge, United States

    12 h-index

    15 publications

    9.8K citations

1–8 of 703

Venues

  1. arXiv (Cornell University)

    Repository · 59 publications · 2.6K citations

    24

    h-index

  2. Journal of the American Statistical Association

    15 publications · 7.6K citations

    14

    h-index

  3. Sociological Methods & Research

    SMR · 14 publications · 1.5K citations

    14

    h-index

  4. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 11 publications · 365 citations

    11

    h-index

  5. Epidemiology

    11 publications · 7.4K citations

    11

    h-index

1–5