Concepedia

Bayesian Multilevel Inference

Bayesian Multilevel Inference is a statistical inference framework that belongs to the class of hierarchical modeling methods, distinguished by its incorporation of prior distributions at multiple levels of a parameter hierarchy to enable coherent uncertainty quantification and information sharing across groups.

326

Publications

30K

Citations

1.3K

Authors

554

Institutions

Publications per year

2017–2026

206

Parents

Publications

326

<b>brms</b> : An <i>R</i> Package for Bayesian Multilevel Models Using <i>Stan</i>

Paul‐Christian Bürkner · Journal of Statistical Software · 2017 · 9.4K citations · Full text

, , +16

Multilevel linear modelling for FMRI group analysis using Bayesian inference

Mark W. Woolrich, Timothy E.J. Behrens, Christian F. Beckmann et al. · NeuroImage · 2004 · 1.8K citations

, , +12

Why We (Usually) Don't Have to Worry About Multiple Comparisons

Andrew Gelman, Jennifer Hill, Masanao Yajima · Journal of Research on Educational Effectiveness · 2012 · 1.3K citations · Full text

, , +13

How Many Countries for Multilevel Modeling? A Comparison of Frequentist and Bayesian Approaches

Daniel Stegmueller · American Journal of Political Science · 2013 · 818 citations

, , +16

A comparison of Bayesian and likelihood-based methods for fitting multilevel models

William J. Browne, David Draper · Bayesian Analysis · 2006 · 617 citations · Full text

, , +16

1–5 of 326

Authors

1.3K

  1. PB
    Paul‐Christian Bürkner

    University of Stuttgart, Germany

    8 publications · 10K citations

    9

    h-index

  2. HM
    Humberto M. Carvalho

    University of Coimbra, Portugal

    8 publications · 229 citations

    8

    h-index

  3. WJ
    William J. Browne

    University of Bristol, United Kingdom

    6 publications · 1.4K citations

    6

    h-index

  4. AG
    Andrew Gelman

    Columbia University, United States

    6 publications · 691 citations

    6

    h-index

  5. CS
    Csaba Szalai

    Semmelweis University, Hungary

    6 publications · 258 citations

    6

    h-index

1–5 of 1.3K

Institutions

554

  1. Harvard University

    Cambridge, United States

    9 h-index

    17 publications

    3.5K citations

  2. Columbia University

    New York, United States

    9 h-index

    15 publications

    2.8K citations

  3. University of Coimbra

    Coimbra, Portugal

    8 h-index

    11 publications

    255 citations

  4. Imperial College London

    London, United Kingdom

    8 h-index

    14 publications

    1.1K citations

  5. Universidade Federal de Santa Catarina

    Florianópolis, Brazil

    7 h-index

    20 publications

    555 citations

  6. University of Münster

    Münster, Germany

    7 h-index

    11 publications

    9.7K citations

  7. Universidade de São Paulo

    São Paulo, Brazil

    7 h-index

    26 publications

    995 citations

  8. University of Bern

    Bern, Switzerland

    7 h-index

    14 publications

    380 citations

1–8 of 554

Venues

  1. PLoS ONE

    11 publications · 355 citations

    11

    h-index

  2. PubMed

    Repository · 6 publications · 147 citations

    6

    h-index

  3. Frontiers in Psychology

    4 publications · 91 citations

    5

    h-index

  4. Structural Equation Modeling A Multidisciplinary Journal

    SEM · 5 publications · 252 citations

    5

    h-index

  5. 5

    h-index

1–5