Concepedia

Bayesian Model Averaging

Bayesian Model Averaging is a statistical inference method that belongs to the class of Bayesian model selection techniques, distinguished by its integration of posterior inferences over multiple candidate models weighted by their respective posterior probabilities, thereby accounting for model uncertainty in parameter estimation and prediction.

673

Publications

62K

Citations

1.4K

Authors

769

Institutions

Publications per year

2017–2026

212

Variants

Bma

Parents

Children

Publications

673

Bayesian model averaging: a tutorial (with comments by M. Clyde, David Draper and E. I. George, and a rejoinder by the authors

Jennifer A. Hoeting, David Madigan, Adrian E. Raftery et al. · Statistical Science · 1999 · 4.2K citations · Full text

, , +15

Model Selection and Model Averaging in Phylogenetics: Advantages of Akaike Information Criterion and Bayesian Approaches Over Likelihood Ratio Tests

David Posada, Thomas R. Buckley · Systematic Biology · 2004 · 4K citations · Full text

, , +17

A brief guide to model selection, multimodel inference and model averaging in behavioural ecology using Akaike’s information criterion

Matthew R. E. Symonds, Adnan Moussalli · Behavioral Ecology and Sociobiology · 2010 · 2.5K citations

, , +13

Using Bayesian Model Averaging to Calibrate Forecast Ensembles

Adrian E. Raftery, Tilmann Gneiting, Fadoua Balabdaoui et al. · Monthly Weather Review · 2005 · 2K citations · Full text

, , +17

Bayesian Model Averaging for Linear Regression Models

1997 · 1.8K citations

, , +16

1–5 of 673

Authors

1.4K

  1. AE
    Adrian E. Raftery

    University of Washington, United States

    25 publications · 10.1K citations

    22

    h-index

  2. EW
    Eric‐Jan Wagenmakers

    University of Amsterdam, Netherlands

    14 publications · 1.3K citations

    13

    h-index

  3. QF
    Quentin F. Gronau

    University of Amsterdam, Netherlands

    13 publications · 1.2K citations

    12

    h-index

  4. FT
    Frank T.‐C. Tsai

    Louisiana State University, United States

    12 publications · 553 citations

    12

    h-index

  5. MF
    Mark F. J. Steel

    University of Warwick, United Kingdom

    11 publications · 3.2K citations

    11

    h-index

1–5 of 1.4K

Institutions

769

  1. University of Washington

    Seattle, United States

    22 h-index

    60 publications

    18.4K citations

  2. University of Amsterdam

    Amsterdam, The Netherlands

    16 h-index

    51 publications

    4.4K citations

  3. Chinese Academy of Sciences

    Beijing, China

    14 h-index

    29 publications

    1.2K citations

  4. Louisiana State University

    Baton Rouge, United States

    13 h-index

    22 publications

    1K citations

  5. Hohai University

    Nanjing, China

    12 h-index

    47 publications

    4.1K citations

  6. Duke University

    Durham, United States

    12 h-index

    21 publications

    1.4K citations

  7. International Monetary Fund

    Washington D.C., United States

    11 h-index

    14 publications

    2.8K citations

  8. University of Warwick

    Coventry, United Kingdom

    10 h-index

    14 publications

    1.5K citations

1–8 of 769

Venues

  1. Water Resources Research

    24 publications · 2.8K citations

    22

    h-index

  2. Journal of Hydrology

    21 publications · 1.5K citations

    19

    h-index

  3. 18

    h-index

  4. SSRN Electronic Journal

    Repository · 29 publications · 1K citations

    18

    h-index

  5. Journal of Applied Econometrics

    14 publications · 2.4K citations

    12

    h-index

1–5