Concepedia

Probabilistic Causal Inference

Probabilistic Causal Inference is a computational framework that belongs to the class of causal inference methods and distinguishes itself by formally quantifying uncertainty in causal relationships through probabilistic models to identify likely causal variants in genetic fine-mapping studies.

177

Publications

15K

Citations

550

Authors

312

Institutions

Publications per year

2017–2026

61

Parents

Publications

177

Causal Inference Using Potential Outcomes

Donald B. Rubin · Journal of the American Statistical Association · 2005 · 2.2K citations

, , +13

A Probabilistic Theory of Causality.

I. J. Good, Patrick Suppes · Journal of the American Statistical Association · 1972 · 1.3K citations

, , +7

[On the Application of Probability Theory to Agricultural Experiments. Essay on Principles. Section 9.] Comment: Neyman (1923) and Causal Inference in Experiments and Observational Studies

Donald B. Rubin · Statistical Science · 1990 · 665 citations · Full text

, , +17

Identifying Causal Variants at Loci with Multiple Signals of Association

Farhad Hormozdiari, Emrah Kostem, Eun Yong Kang et al. · Genetics · 2014 · 562 citations · Full text

, , +10

Counterfactual reasoning and learning systems: the example of computational advertising

Léon Bottou, Jonas Peters, Joaquin Quiñonero-Candela et al. · 2013 · 533 citations

, , +17

1–5 of 177

Authors

550

  1. LS
    Ladan Shams

    University of California, Los Angeles, United States

    5 publications · 738 citations

    5

    h-index

  2. PW
    Patricia W. Cheng

    University of California, Los Angeles, United States

    4 publications · 536 citations

    4

    h-index

  3. DJ
    Dominik Janzing

    Max Planck Institute for Intelligent Systems, Germany

    3 publications · 145 citations

    3

    h-index

  4. MJ
    Marek J. Drużdżel

    University of Pittsburgh, United States

    3 publications · 111 citations

    3

    h-index

  5. SK
    Stig Kjær Andersen

    Aalborg University, Denmark

    3 publications · 231 citations

    3

    h-index

1–5 of 550

Institutions

312

  1. University of California, Los Angeles

    Los Angeles, United States

    9 h-index

    18 publications

    4.7K citations

  2. University of California, Berkeley

    Berkeley, United States

    6 h-index

    10 publications

    568 citations

  3. Max Planck Society

    Munich, Germany

    5 h-index

    11 publications

    864 citations

  4. University College London

    London, United Kingdom

    5 h-index

    10 publications

    1K citations

  5. ETH Zurich

    Zurich, Switzerland

    4 h-index

    7 publications

    1.4K citations

  6. New York University

    New York, United States

    4 h-index

    5 publications

    200 citations

  7. University of Washington

    Seattle, United States

    4 h-index

    9 publications

    793 citations

  8. Harvard University

    Cambridge, United States

    4 h-index

    15 publications

    442 citations

1–8 of 312

Venues

  1. arXiv (Cornell University)

    Repository · 5 publications · 185 citations

    5

    h-index

  2. Scientific Reports

    5 publications · 195 citations

    5

    h-index

  3. Genetics

    3 publications · 627 citations

    3

    h-index

  4. Journal of the American Statistical Association

    3 publications · 3.4K citations

    3

    h-index

  5. Synthese

    3 publications · 232 citations

    3

    h-index

1–5