Concepedia

Marginal Mean Models

Marginal Mean Models is a statistical modeling framework that belongs to the class of marginal structural models and is distinguished by its focus on estimating population-averaged effects of time-varying treatments while accounting for time-dependent confounding through inverse probability weighting.

120

Publications

11.2K

Citations

284

Authors

186

Institutions

Publications per year

2017–2026

27

Parents

Publications

120

Population Marginal Means in the Linear Model: An Alternative to Least Squares Means

S. R. Searle, F. M. Speed, George A. Milliken · The American Statistician · 1980 · 2K citations

, , +12

Adjusting for Nonignorable Drop-Out Using Semiparametric Nonresponse Models

Daniel O. Scharfstein, Andrea Rotnitzky, James M. Robins · Journal of the American Statistical Association · 1999 · 1K citations

, , +16

Modelling recurrent events: a tutorial for analysis in epidemiology

Leila DAF Amorim, Jianwen Cai · International Journal of Epidemiology · 2014 · 547 citations · Full text

, , +16

Estimated Marginal Means, aka Least-Squares Means [R package emmeans version 1.7.0]

Russell V. Lenth · 2021 · 516 citations

, , +9

Marginal Mean Models for Dynamic Regimes

Susan A. Murphy, Mark J. van der Laan, James M. Robins · Journal of the American Statistical Association · 2001 · 394 citations

, , +12

1–5 of 120

Authors

284

  1. JM
    James M. Robins

    Harvard University, United States

    9 publications · 2.2K citations

    9

    h-index

  2. GM
    Garrett M. Fitzmaurice

    Harvard University, United States

    8 publications · 755 citations

    8

    h-index

  3. JS
    John S. Preisser

    University of North Carolina at Chapel Hill, United States

    8 publications · 404 citations

    8

    h-index

  4. NM
    Nan M. Laird

    Harvard University, United States

    7 publications · 743 citations

    7

    h-index

  5. AR
    Andrea Rotnitzky

    Harvard University, United States

    6 publications · 1.6K citations

    6

    h-index

1–5 of 284

Institutions

186

  1. Harvard University

    Cambridge, United States

    14 h-index

    20 publications

    3.6K citations

  2. University of North Carolina at Chapel Hill

    Chapel Hill, United States

    12 h-index

    22 publications

    1.9K citations

  3. University of Michigan

    Ann Arbor, United States

    10 h-index

    15 publications

    1.8K citations

  4. Johns Hopkins University

    Baltimore, United States

    8 h-index

    12 publications

    1.8K citations

  5. Cancer Research And Biostatistics

    Seattle, United States

    6 h-index

    8 publications

    882 citations

  6. University of Washington

    Seattle, United States

    6 h-index

    9 publications

    943 citations

  7. Universidad Torcuato Di Tella

    Buenos Aires, Argentina

    5 h-index

    5 publications

    514 citations

  8. Universidad de Buenos Aires

    Buenos Aires, Argentina

    4 h-index

    4 publications

    424 citations

1–8 of 186

Venues

  1. Statistics in Medicine

    16 publications · 1.1K citations

    15

    h-index

  2. Journal of the American Statistical Association

    13 publications · 2.4K citations

    12

    h-index

  3. Biometrics

    12 publications · 730 citations

    11

    h-index

  4. Statistical Methods in Medical Research

    4 publications · 116 citations

    4

    h-index

  5. Biostatistics

    4 publications · 122 citations

    4

    h-index

1–5