Concepedia

Bayesian Causal Effect Estimation

Bayesian Causal Effect Estimation is a statistical framework that uses Bayesian inference to estimate causal effects by incorporating prior knowledge and modeling uncertainty in both observed data and unobserved confounding structures.

217

Publications

14.6K

Citations

638

Authors

338

Institutions

Publications per year

2017–2026

97

Parents

Publications

217

Bayesian Inference for Causal Effects: The Role of Randomization

Donald B. Rubin · The Annals of Statistics · 1978 · 2.5K citations · Full text

, , +15

Inferring causal impact using Bayesian structural time-series models

Kay H. Brodersen, Fabian Gallusser, Jim Koehler et al. · The Annals of Applied Statistics · 2015 · 962 citations · Full text

, , +17

Bayesian mediation analysis.

Ying Yuan, David P. MacKinnon · Psychological Methods · 2009 · 625 citations · Full text

, , +14

Bayesian inference for causal effects in randomized experiments with noncompliance

Guido W. Imbens, Donald B. Rubin · The Annals of Statistics · 1997 · 556 citations · Full text

, , +17

Assessing Mediational Models: Testing and Interval Estimation for Indirect Effects

Jeremy C. Biesanz, Carl F. Falk, Victoria Savalei · Multivariate Behavioral Research · 2010 · 398 citations

, , +17

1–5 of 217

Authors

638

  1. MJ
    Michael J. Daniels

    University of Florida, United States

    9 publications · 244 citations

    9

    h-index

  2. CZ
    Corwin Zigler

    Harvard University, United States

    7 publications · 377 citations

    7

    h-index

  3. PG
    Paul Gustafson

    University of British Columbia, Canada

    6 publications · 215 citations

    6

    h-index

  4. FL
    Fan Li

    Yale University, United States

    5 publications · 141 citations

    5

    h-index

  5. FD
    Francesca Dominici

    Harvard University, United States

    5 publications · 396 citations

    5

    h-index

1–5 of 638

Institutions

338

  1. Harvard University

    Cambridge, United States

    11 h-index

    22 publications

    1.3K citations

  2. University of British Columbia

    Vancouver, Canada

    10 h-index

    15 publications

    1.8K citations

  3. University of Michigan

    Ann Arbor, United States

    9 h-index

    15 publications

    780 citations

  4. The University of Texas at Austin

    Austin, United States

    9 h-index

    11 publications

    1.1K citations

  5. Imperial College London

    London, United Kingdom

    8 h-index

    14 publications

    690 citations

  6. University of Pennsylvania

    Philadelphia, United States

    7 h-index

    12 publications

    901 citations

  7. Arizona State University

    Tempe, United States

    6 h-index

    10 publications

    1.4K citations

  8. University of Minnesota

    Minneapolis, United States

    6 h-index

    11 publications

    175 citations

1–8 of 338

Venues

  1. Biometrics

    13 publications · 635 citations

    13

    h-index

  2. Statistics in Medicine

    14 publications · 517 citations

    12

    h-index

  3. The Annals of Applied Statistics

    AOAS · 9 publications · 1.2K citations

    9

    h-index

  4. Biostatistics

    7 publications · 244 citations

    7

    h-index

  5. arXiv (Cornell University)

    Repository · 7 publications · 109 citations

    7

    h-index

1–5