Concepedia

Generalized Linear Mixed-effects Models

Generalized Linear Mixed-Effects Models is a statistical modeling framework that extends generalized linear models by incorporating both fixed and random effects to account for variability across hierarchical or correlated data structures.

2.2K

Publications

312.7K

Citations

9.8K

Authors

2.8K

Institutions

Publications per year

2017–2026

937

Variants

Generalized Linear Mixed Effects Models

Parents

Publications

2.2K

Fitting Linear Mixed-Effects Models Using <b>lme4</b>

Douglas M. Bates, Martin Mächler, Benjamin M. Bolker et al. · Journal of Statistical Software · 2015 · 85.6K citations · Full text

, , +15

glmmTMB Balances Speed and Flexibility Among Packages for Zero-inflated Generalized Linear Mixed Modeling

Kasper Kristensen, Árni Magnússon, Anders Nielsen et al. · The R Journal · 2017 · 12.6K citations · Full text

, , +16

A general and simple method for obtaining <i>R</i> <sup>2</sup> from generalized linear mixed‐effects models

Shinichi Nakagawa, Holger Schielzeth · Methods in Ecology and Evolution · 2012 · 10.2K citations · Full text

, , +11

Mixed-Effects Models in S and S-PLUS

Technometrics · 2001 · 9.4K citations · Full text

, , +9

MCMC Methods for Multi-Response Generalized Linear Mixed Models: The<b>MCMCglmm</b><i>R</i>Package

Jarrod D. Hadfield · Journal of Statistical Software · 2010 · 4.8K citations · Full text

, , +16

1–5 of 2.2K

Authors

9.8K

  1. GM
    Geert Molenberghs

    Hasselt University, Belgium

    25 publications · 1.6K citations

    17

    h-index

  2. GV
    Geert Verbeke

    KU Leuven, Belgium

    15 publications · 1.6K citations

    14

    h-index

  3. SR
    Sophia Rabe‐Hesketh

    University of California, Berkeley, United States

    11 publications · 1.7K citations

    11

    h-index

  4. DH
    Donald Hedeker

    University of Illinois Chicago, United States

    10 publications · 1.7K citations

    10

    h-index

  5. XL
    Xihong Lin

    Harvard University, United States

    10 publications · 1.5K citations

    10

    h-index

1–5 of 9.8K

Institutions

2.8K

  1. Harvard University

    Cambridge, United States

    34 h-index

    187 publications

    11.5K citations

  2. University of Washington

    Seattle, United States

    32 h-index

    121 publications

    13.6K citations

  3. University of Michigan

    Ann Arbor, United States

    30 h-index

    117 publications

    7.8K citations

  4. Johns Hopkins University

    Baltimore, United States

    27 h-index

    90 publications

    20.4K citations

  5. University of Pennsylvania

    Philadelphia, United States

    25 h-index

    91 publications

    3.7K citations

  6. University of California, San Francisco

    San Francisco, United States

    23 h-index

    96 publications

    5.5K citations

  7. University of Wisconsin–Madison

    Madison, United States

    21 h-index

    40 publications

    91.5K citations

  8. University of British Columbia

    Vancouver, Canada

    21 h-index

    66 publications

    3.2K citations

1–8 of 2.8K

Venues

  1. Journal of the American Statistical Association

    68 publications · 21.8K citations

    47

    h-index

  2. Biometrics

    66 publications · 11.6K citations

    39

    h-index

  3. PLoS ONE

    75 publications · 2.8K citations

    32

    h-index

  4. Statistics in Medicine

    51 publications · 3.4K citations

    27

    h-index

  5. Biometrika

    25 publications · 5.1K citations

    22

    h-index

1–5