Concepedia

Model Averaging

Model Averaging is an ensemble method that combines predictions from multiple models by computing a weighted or unweighted average, thereby reducing variance and improving generalization through the aggregation of diverse model outputs.

838

Publications

91.5K

Citations

2.2K

Authors

1K

Institutions

Publications per year

2017–2026

299

Parents

Publications

838

Multimodel Inference

Kenneth P. Burnham, David R. Anderson · Sociological Methods & Research · 2004 · 11.6K citations

, , +15

Communication-Efficient Learning of Deep Networks from Decentralized Data

H. Brendan McMahan, Eider Moore, Daniel Ramage et al. · arXiv (Cornell University) · 2016 · 5.2K citations · Full text

, , +14

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

1–5 of 838

Authors

2.2K

  1. XZ
    Xinyu Zhang

    Chinese Academy of Sciences, China

    32 publications · 2.1K citations

    22

    h-index

  2. AE
    Adrian E. Raftery

    University of Washington, United States

    17 publications · 8.4K citations

    16

    h-index

  3. GZ
    Guohua Zou

    Chinese Academy of Sciences, China

    15 publications · 1.4K citations

    13

    h-index

  4. AT
    Alan T. K. Wan

    City University of Hong Kong, Hong Kong SAR China

    12 publications · 1.1K citations

    12

    h-index

  5. TS
    Theo S. Eicher

    University of Washington, United States

    9 publications · 532 citations

    9

    h-index

1–5 of 2.2K

Institutions

1K

  1. University of Washington

    Seattle, United States

    26 h-index

    50 publications

    18.7K citations

  2. Chinese Academy of Sciences

    Beijing, China

    23 h-index

    79 publications

    11.9K citations

  3. Academy of Mathematics and Systems Science

    Beijing, China

    20 h-index

    49 publications

    3.2K citations

  4. UNSW Sydney

    Sydney, Australia

    13 h-index

    31 publications

    1.8K citations

  5. University of Chinese Academy of Sciences

    Beijing, China

    12 h-index

    16 publications

    3.1K citations

  6. International Monetary Fund

    Washington D.C., United States

    12 h-index

    21 publications

    1.6K citations

  7. Duke University

    Durham, United States

    12 h-index

    18 publications

    1.4K citations

  8. City University of Hong Kong

    Hong Kong, Hong Kong

    12 h-index

    19 publications

    1.9K citations

1–8 of 1K

Venues

  1. Journal of the American Statistical Association

    23 publications · 3.6K citations

    22

    h-index

  2. SSRN Electronic Journal

    Repository · 36 publications · 1.1K citations

    22

    h-index

  3. arXiv (Cornell University)

    Repository · 20 publications · 6K citations

    15

    h-index

  4. Journal of Econometrics

    14 publications · 1.5K citations

    14

    h-index

  5. Water Resources Research

    10 publications · 859 citations

    10

    h-index

1–5