Concepedia

K-fold Validation

K-Fold Validation is a resampling procedure in statistical model evaluation that partitions the dataset into K equally sized subsets, iteratively using each subset as a validation set while the remaining K−1 subsets form the training set, thereby enabling a robust assessment of model performance across different data splits.

1K

Publications

56.1K

Citations

3.9K

Authors

1.6K

Institutions

Publications per year

2017–2026

754

Variants

K-fold Cross ValidationK-fold Cross-validation

Parents

Publications

1K

On Over-fitting in Model Selection and Subsequent Selection Bias in Performance Evaluation

Gavin C. Cawley, Nicola L. C. Talbot · 2010 · 2K citations

, , +16

Sensitivity Analysis of k-Fold Cross Validation in Prediction Error Estimation

Juan Diego Rodríguez, Aritz Pérez, José A. Lozano · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2009 · 1.9K citations

, , +15

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

Performance evaluation of classification algorithms by k-fold and leave-one-out cross validation

Tzu-Tsung Wong · Pattern Recognition · 2015 · 1.5K citations

, , +13

Estimation of prediction error by using K-fold cross-validation

Tadayoshi Fushiki · Statistics and Computing · 2009 · 1.5K citations

, , +14

1–5 of 1K

Authors

3.9K

  1. WA
    Waqas Ahmad

    COMSATS University Islamabad, Pakistan

    10 publications · 727 citations

    10

    h-index

  2. KK
    Kaffayatullah Khan

    King Faisal University, Saudi Arabia

    9 publications · 328 citations

    9

    h-index

  3. MN
    Muhammad Nasir Amin

    King Faisal University, Saudi Arabia

    9 publications · 316 citations

    9

    h-index

  4. AA
    Ayaz Ahmad

    COMSATS University Islamabad, Pakistan

    9 publications · 779 citations

    9

    h-index

  5. IA
    Imran Ashraf

    Yeungnam University, South Korea

    8 publications · 475 citations

    8

    h-index

1–5 of 3.9K

Institutions

1.6K

  1. COMSATS University Islamabad

    Islamabad, Pakistan

    15 h-index

    15 publications

    1K citations

  2. Chinese Academy of Sciences

    Beijing, China

    11 h-index

    12 publications

    857 citations

  3. King Faisal University

    Hofuf, Saudi Arabia

    10 h-index

    10 publications

    359 citations

  4. Future University in Egypt

    Cairo, Egypt

    9 h-index

    9 publications

    408 citations

  5. Prince Sattam Bin Abdulaziz University

    Al Kharj, Saudi Arabia

    9 h-index

    9 publications

    684 citations

  6. Seoul National University

    Seoul, South Korea

    8 h-index

    8 publications

    928 citations

  7. Yeungnam University

    Daegu, South Korea

    8 h-index

    8 publications

    475 citations

  8. National Yang Ming Chiao Tung University

    Hsinchu, Taiwan

    8 h-index

    8 publications

    564 citations

1–8 of 1.6K

Venues

  1. IEEE Access

    22 publications · 1.3K citations

    20

    h-index

  2. Sensors

    25 publications · 935 citations

    17

    h-index

  3. Materials

    15 publications · 914 citations

    15

    h-index

  4. Scientific Reports

    20 publications · 682 citations

    14

    h-index

  5. PLoS ONE

    16 publications · 2.1K citations

    14

    h-index

1–5