Concepedia

Bootstrap Methods

Bootstrap Methods is a resampling-based statistical methodology that estimates the sampling distribution and associated inferential quantities of estimators or test statistics by repeatedly drawing samples, typically with replacement, from the observed data or an estimated model instead of relying solely on analytic or first-order asymptotic approximations.

3.6K

Publications

388K

Citations

5K

Authors

1.8K

Institutions

Publications per year

2017–2026

565

Variants

Bootstrapping

Parents

Children

Publications

3.6K

Classification and Regression by randomForest

Andy Liaw, Matthew C. Wiener · 2007 · 18.4K citations

, , +16

Bootstrap Methods: Another Look at the Jackknife

B. Efron · The Annals of Statistics · 1979 · 17.4K citations · Full text

, , +15

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

Ron Kohavi · 1995 · 10.7K citations · Full text

, , +13

Beyond Baron and Kenny: Statistical Mediation Analysis in the New Millennium

Andrew F. Hayes · Communication Monographs · 2009 · 9.7K citations

, , +15

Confidence Limits for the Indirect Effect: Distribution of the Product and Resampling Methods

David P. MacKinnon, Chondra M. Lockwood, Jason Williams · Multivariate Behavioral Research · 2004 · 7.6K citations · Full text

, , +16

1–5 of 3.6K

Authors

5K

  1. PH
    Peter Hall

    Australian National University, Australia

    62 publications · 5.8K citations

    38

    h-index

  2. BE
    Bradley Efron

    Stanford University, United States

    40 publications · 26K citations

    36

    h-index

  3. JG
    James G. MacKinnon

    Queen's University, Canada

    27 publications · 11.6K citations

    24

    h-index

  4. DN
    Dimitris N. Politis

    University of California San Diego, United States

    31 publications · 3.4K citations

    24

    h-index

  5. RD
    Russell Davidson

    Queen's University, Canada

    25 publications · 10.4K citations

    21

    h-index

1–5 of 5K

Institutions

1.8K

  1. Australian National University

    Canberra, Australia

    46 h-index

    133 publications

    11.6K citations

  2. Stanford University

    Stanford, United States

    44 h-index

    100 publications

    49.4K citations

  3. University of California, Berkeley

    Berkeley, United States

    35 h-index

    81 publications

    10.1K citations

  4. Texas A&M University

    College Station, United States

    30 h-index

    66 publications

    7.2K citations

  5. University of Michigan

    Ann Arbor, United States

    29 h-index

    74 publications

    7.7K citations

  6. University of Wisconsin–Madison

    Madison, United States

    28 h-index

    68 publications

    6.9K citations

  7. University of California San Diego

    San Diego, United States

    27 h-index

    61 publications

    6K citations

  8. Columbia University

    New York, United States

    26 h-index

    64 publications

    4K citations

1–8 of 1.8K

Venues

  1. Journal of the American Statistical Association

    198 publications · 41.4K citations

    76

    h-index

  2. The Annals of Statistics

    183 publications · 44.2K citations

    74

    h-index

  3. Journal of Econometrics

    74 publications · 5.9K citations

    39

    h-index

  4. Biometrika

    71 publications · 5.9K citations

    35

    h-index

  5. Computational Statistics & Data Analysis

    CSDA · 80 publications · 4.4K citations

    33

    h-index

1–5