Concepedia

Small Sample Overfitting

Small Sample Overfitting is a type of overfitting that occurs when a model learns spurious patterns or noise from a limited training dataset, leading to poor generalization on unseen data due to insufficient statistical power to reliably estimate model parameters.

26

Publications

2.3K

Citations

115

Authors

50

Institutions

Publications per year

2017–2026

14

Parents

Publications

26

Does PLS Have Advantages for Small Sample Size or Non-Normal Data?1

Goodhue, Lewis ', Thompson · MIS Quarterly · 2012 · 601 citations

, , +7

Hyperspectral Classification Based on Lightweight 3-D-CNN With Transfer Learning

Haokui Zhang, Ying Li, Yenan Jiang et al. · IEEE Transactions on Geoscience and Remote Sensing · 2019 · 219 citations · Full text

, , +16

Cross-validation and bootstrapping are unreliable in small sample classification

Anders Isaksson, Mikael Wallman, H. Göransson et al. · Pattern Recognition Letters · 2008 · 191 citations

, , +8

Small sample issues for microarray‐based classification

Edward R. Dougherty · Comparative and Functional Genomics · 2001 · 158 citations · Full text

, , +16

Research on the deep learning of the small sample data based on transfer learning

Wei Zhao · AIP conference proceedings · 2017 · 145 citations · Full text

, , +16

1–5 of 26

Authors

115

  1. ZM
    Zhanyu Ma

    Beijing University of Posts and Telecommunications, China

    2 publications · 68 citations

    2

    h-index

  2. JX
    Jing‐Hao Xue

    University College London, United Kingdom

    2 publications · 68 citations

    2

    h-index

  3. XL
    Xiaoxu Li

    Lanzhou University of Technology, China

    2 publications · 68 citations

    2

    h-index

  4. JG
    Jun Guo

    Beijing University of Posts and Telecommunications, China

    2 publications · 68 citations

    2

    h-index

  5. LK
    Luke Keele

    University of Pennsylvania, United States

    1 publications · 68 citations

    1

    h-index

1–5 of 115

Institutions

50

  1. Beijing University of Posts and Telecommunications

    Beijing, China

    4 h-index

    13 publications

    577 citations

  2. University College London

    London, United Kingdom

    2 h-index

    3 publications

    86 citations

  3. Lanzhou University of Technology

    Lanzhou, China

    2 h-index

    6 publications

    204 citations

  4. Northwestern Polytechnical University

    Xi'an, China

    2 h-index

    8 publications

    1.3K citations

  5. The University of Adelaide

    Adelaide, Australia

    2 h-index

    3 publications

    451 citations

  6. University of Georgia

    Athens, United States

    1 h-index

    1 publications

    601 citations

  7. ShanghaiTech University

    Shanghai, China

    1 h-index

    1 publications

    50 citations

  8. University of Washington Tacoma

    Tacoma, United States

    1 h-index

    1 publications

    37 citations

1–8 of 50

Venues

  1. 1

    h-index

  2. PLoS ONE

    1 publications · 81 citations

    1

    h-index

  3. 1

    h-index

  4. Lecture notes in computer science

    LNCS · Book series · 1 publications · 15 citations

    1

    h-index

  5. Research Repository (Delft University of Technology)

    Repository · 1 publications · 11 citations

    1

    h-index

1–5