Concepedia

Training Population Augmentation

Training Population Augmentation is a methodological contribution in the field of machine learning that expands the composition of the training population through the systematic incorporation of additional data instances, synthetic samples, or diverse representations to enhance model generalizability and robustness.

31

Publications

2.5K

Citations

115

Authors

51

Institutions

Publications per year

2017–2026

28

Parents

Publications

31

Data augmentation: A comprehensive survey of modern approaches

Alhassan Mumuni, Fuseini Mumuni · Array · 2022 · 800 citations · Full text

, , +16

A comprehensive survey of recent trends in deep learning for digital images augmentation

Nour Eldeen M. Khalifa, Mohamed Loey, Seyedali Mirjalili · Artificial Intelligence Review · 2021 · 373 citations · Full text

, , +16

Population Based Augmentation: Efficient Learning of Augmentation Policy Schedules

Daniel E. Ho, Eric Liang, Ion Stoica et al. · arXiv (Cornell University) · 2019 · 146 citations · Full text

, , +6

KNNOR: An oversampling technique for imbalanced datasets

Ashhadul Islam, Samir Brahim Belhaouari, Atiq Ur Rehman et al. · Applied Soft Computing · 2021 · 132 citations · Full text

, , +14

De-Pois: An Attack-Agnostic Defense against Data Poisoning Attacks

Jian Chen, Xuxin Zhang, Rui Zhang et al. · IEEE Transactions on Information Forensics and Security · 2021 · 112 citations

, , +11

1–5 of 31

Authors

115

  1. PA
    Pieter Abbeel

    University of California, Berkeley, United States

    2 publications · 159 citations

    2

    h-index

  2. KY
    Kai Yu

    Soochow University, China

    1 publications · 60 citations

    1

    h-index

  3. GM
    Gianluca Maguolo

    University of Padua, Italy

    1 publications · 14 citations

    1

    h-index

  4. AS
    A. S. Sorin

    Joint Institute for Nuclear Research, Russia

    1 publications · 30 citations

    1

    h-index

  5. JM
    João Manuel R. S. Tavares

    Universidade do Porto, Portugal

    1 publications · 37 citations

    1

    h-index

1–5 of 115

Institutions

51

  1. University of California, Berkeley

    Berkeley, United States

    2 h-index

    11 publications

    808 citations

  2. Universidade Federal do Ceará

    Fortaleza, Brazil

    2 h-index

    2 publications

    71 citations

  3. University of Edinburgh

    Edinburgh, United Kingdom

    1 h-index

    2 publications

    158 citations

  4. International Rice Research Institute

    Los Baños, Philippines

    1 h-index

    2 publications

    68 citations

  5. University of Portsmouth

    Portsmouth, United Kingdom

    1 h-index

    1 publications

    40 citations

  6. Henan University

    Kaifeng, China

    1 h-index

    1 publications

    78 citations

  7. University of Liverpool

    Liverpool, United Kingdom

    1 h-index

    2 publications

    86 citations

  8. University of Mines and Technology

    Tarkwa, Ghana

    1 h-index

    1 publications

    800 citations

1–8 of 51

Venues

  1. arXiv (Cornell University)

    Repository · 4 publications · 205 citations

    4

    h-index

  2. Neurocomputing

    2 publications · 103 citations

    2

    h-index

  3. Cytometry Part A

    1 publications · 12 citations

    1

    h-index

  4. The Visual Computer

    1 publications · 29 citations

    1

    h-index

  5. Frontiers in Plant Science

    1 publications · 34 citations

    1

    h-index

1–5