Concepedia

Bootstrap Model Selection

Bootstrap Model Selection is a statistical model selection procedure that uses bootstrap resampling techniques to assess the stability and performance of candidate models, thereby distinguishing itself from traditional model selection methods by incorporating resampling-based uncertainty estimation in the selection process.

120

Publications

23K

Citations

271

Authors

171

Institutions

Publications per year

2017–2026

15

Parents

Publications

120

A Study of Cross-Validation and Bootstrap for Accuracy Estimation and Model Selection

Ron Kohavi · 1995 · 10.7K citations · Full text

, , +13

A Leisurely Look at the Bootstrap, the Jackknife, and Cross-Validation

Bradley Efron, Gail Gong · The American Statistician · 1983 · 3K citations

, , +7

A Leisurely Look at the Bootstrap, the Jackknife, and Cross-Validation

Bradley Efron, Gail Gong · The American Statistician · 1983 · 1.2K citations

, , +7

Bootstrap Methods for Developing Predictive Models

Peter C. Austin, Jack V. Tu · The American Statistician · 2004 · 620 citations

, , +16

A bootstrap resampling procedure for model building: Application to the cox regression model

Willi Sauerbrei, Martin Schumacher · Statistics in Medicine · 1992 · 599 citations

, , +15

1–5 of 120

Authors

271

  1. WS
    Willi Sauerbrei

    University of Freiburg, Germany

    5 publications · 987 citations

    5

    h-index

  2. JU
    J.S. Urban Hjorth

    University of Iowa, United States

    4 publications · 578 citations

    4

    h-index

  3. KK
    Keith Knight

    University of Toronto, Canada

    3 publications · 207 citations

    3

    h-index

  4. BE
    Bradley Efron

    Stanford University, United States

    3 publications · 4.5K citations

    3

    h-index

  5. SJ
    Silke Janitza

    Zimmer Biomet (Germany), Germany

    3 publications · 146 citations

    3

    h-index

1–5 of 271

Institutions

171

  1. Stanford University

    Stanford, United States

    8 h-index

    14 publications

    14.6K citations

  2. Zimmer Biomet (Germany)

    Berlin, Germany

    5 h-index

    11 publications

    1.4K citations

  3. Australian National University

    Canberra, Australia

    5 h-index

    8 publications

    319 citations

  4. University of Toronto

    Toronto, Canada

    5 h-index

    6 publications

    1.5K citations

  5. University Medical Center Freiburg

    Freiburg im Breisgau, Germany

    4 h-index

    6 publications

    285 citations

  6. University of Iowa

    Iowa City, United States

    4 h-index

    4 publications

    338 citations

  7. University of Minnesota

    Minneapolis, United States

    3 h-index

    4 publications

    154 citations

  8. Texas A&M University

    College Station, United States

    3 h-index

    3 publications

    107 citations

1–8 of 171

Venues

  1. Journal of the American Statistical Association

    9 publications · 1.5K citations

    9

    h-index

  2. Statistics in Medicine

    7 publications · 982 citations

    7

    h-index

  3. Journal of Computational and Graphical Statistics

    JCGS · 5 publications · 147 citations

    5

    h-index

  4. Biometrical Journal

    4 publications · 120 citations

    4

    h-index

  5. 3

    h-index

1–5