Concepedia

Propensity Score Machine Learning

Propensity Score Machine Learning is a machine learning framework that estimates the conditional probability of treatment assignment given observed covariates to enable causal inference by balancing confounding variables in observational studies.

45

Publications

3.7K

Citations

202

Authors

115

Institutions

Publications per year

2017–2026

33

Parents

Publications

45

Improving propensity score weighting using machine learning

Brian K. Lee, Justin Lessler, Elizabeth A. Stuart · Statistics in Medicine · 2009 · 914 citations · Full text

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Propensity score estimation: neural networks, support vector machines, decision trees (CART), and meta-classifiers as alternatives to logistic regression

Daniel Westreich, Justin Lessler, Michele Jönsson Funk · Journal of Clinical Epidemiology · 2010 · 500 citations · Full text

, , +17

Propensity Scores

Jason K. Luellen, William R. Shadish, M. H. Clark · Evaluation Review · 2005 · 339 citations

, , +14

Evaluating uses of data mining techniques in propensity score estimation: a simulation study

Soko Setoguchi, Sebastian Schneeweiß, M. Alan Brookhart et al. · Pharmacoepidemiology and Drug Safety · 2008 · 274 citations · Full text

, , +17

Improving Propensity Score Estimators' Robustness to Model Misspecification Using Super Learner

Romain Pirracchio, Maya Petersen, Mark van der Laan · American Journal of Epidemiology · 2014 · 194 citations · Full text

, , +16

1–5 of 45

Authors

202

  1. DM
    Dominique Monlezun

    Tulane University, United States

    4 publications · 133 citations

    4

    h-index

  2. PR
    Paul R. Yarnold

    Northwestern University, United States

    4 publications · 97 citations

    4

    h-index

  3. AL
    Ariel Linden

    Linden Photonics (United States), United States

    4 publications · 97 citations

    4

    h-index

  4. CI
    Cezar Iliescu

    The University of Texas MD Anderson Cancer Center, United States

    3 publications · 64 citations

    3

    h-index

  5. JL
    Justin Lessler

    Johns Hopkins University, United States

    2 publications · 1.4K citations

    2

    h-index

1–5 of 202

Institutions

115

  1. Harvard University

    Cambridge, United States

    6 h-index

    17 publications

    1.9K citations

  2. University of Michigan

    Ann Arbor, United States

    4 h-index

    4 publications

    109 citations

  3. Linden Photonics (United States)

    Westford, United States

    4 h-index

    4 publications

    97 citations

  4. Optimal Solutions (United States)

    Bridgewater, United States

    4 h-index

    4 publications

    97 citations

  5. The University of Texas MD Anderson Cancer Center

    Houston, United States

    3 h-index

    11 publications

    232 citations

  6. Johns Hopkins University

    Baltimore, United States

    3 h-index

    4 publications

    2.4K citations

  7. University of North Carolina at Chapel Hill

    Chapel Hill, United States

    2 h-index

    3 publications

    1K citations

  8. Michigan Medicine

    Ann Arbor, United States

    2 h-index

    2 publications

    53 citations

1–8 of 115

Venues

  1. Journal of Evaluation in Clinical Practice

    4 publications · 97 citations

    4

    h-index

  2. Statistics in Medicine

    3 publications · 1K citations

    3

    h-index

  3. arXiv (Cornell University)

    Repository · 3 publications · 132 citations

    3

    h-index

  4. BMC Medical Research Methodology

    2 publications · 36 citations

    2

    h-index

  5. Statistical Methods in Medical Research

    2 publications · 81 citations

    2

    h-index

1–5