Concepedia

Nested Cross-validation

Nested Cross-Validation is a resampling procedure that employs two hierarchical layers of cross-validation—one for hyperparameter tuning and the other for model evaluation—thereby providing an almost unbiased estimate of a model’s generalization performance while mitigating overfitting in model selection.

176

Publications

12.7K

Citations

1.1K

Authors

521

Institutions

Publications per year

2017–2026

142

Parents

Publications

176

Bias in error estimation when using cross-validation for model selection

Sudhir Varma, Richard Simon · BMC Bioinformatics · 2006 · 2K citations · Full text

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Machine learning algorithm validation with a limited sample size

Andrius Vabalas, Emma Gowen, Ellen Poliakoff et al. · PLoS ONE · 2019 · 1.7K citations · Full text

, , +16

Cross-validation pitfalls when selecting and assessing regression and classification models

Damjan Krstajić, Ljubomir Buturović, David E. Leahy et al. · Journal of Cheminformatics · 2014 · 1.1K citations · Full text

, , +15

Toward more realistic drug-target interaction predictions

Tapio Pahikkala, Antti Airola, Samuli Pietilä et al. · Briefings in Bioinformatics · 2014 · 560 citations · Full text

, , +14

Cross-Validation: What Does It Estimate and How Well Does It Do It?

Stephen Bates, Trevor Hastie, Robert Tibshirani · Journal of the American Statistical Association · 2023 · 378 citations · Full text

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1–5 of 176

Authors

1.1K

  1. MF
    Markus Fischer

    Universität Hamburg, Germany

    4 publications · 128 citations

    4

    h-index

  2. NK
    Nikolaos Koutsouleris

    Ludwig-Maximilians-Universität München, Germany

    3 publications · 254 citations

    3

    h-index

  3. AR
    Anita Riecher‐Rössler

    University of Basel, Switzerland

    3 publications · 281 citations

    3

    h-index

  4. DS
    Daniel Stamate

    Goldsmiths University of London, United Kingdom

    3 publications · 162 citations

    3

    h-index

  5. KR
    Kevin R. Ward

    Virginia Commonwealth University, United States

    2 publications · 45 citations

    2

    h-index

1–5 of 1.1K

Institutions

521

  1. Stanford University

    Stanford, United States

    10 h-index

    20 publications

    1.8K citations

  2. University of Toronto

    Toronto, Canada

    7 h-index

    16 publications

    425 citations

  3. King's College London

    London, United Kingdom

    6 h-index

    19 publications

    1.6K citations

  4. University College London

    London, United Kingdom

    6 h-index

    12 publications

    363 citations

  5. Universität Hamburg

    Hamburg, Germany

    5 h-index

    19 publications

    619 citations

  6. Inserm

    Paris, France

    4 h-index

    23 publications

    867 citations

  7. Centre National de la Recherche Scientifique

    Paris, France

    4 h-index

    6 publications

    376 citations

  8. Dalhousie University

    Halifax, Canada

    4 h-index

    6 publications

    172 citations

1–8 of 521

Venues

  1. Scientific Reports

    10 publications · 357 citations

    10

    h-index

  2. PLoS ONE

    7 publications · 2.1K citations

    7

    h-index

  3. Frontiers in Oncology

    6 publications · 176 citations

    6

    h-index

  4. Schizophrenia Bulletin

    4 publications · 352 citations

    4

    h-index

  5. Journal of Neural Engineering

    3 publications · 46 citations

    3

    h-index

1–5