Concepedia

Training Set Size Optimization

Training Set Size Optimization is a methodological framework within training population design that systematically determines the minimal data sample size required to achieve desired model performance, distinguishing itself from related methods by focusing explicitly on the trade-off between dataset scale and learning efficiency.

176

Publications

13K

Citations

595

Authors

282

Institutions

Publications per year

2017–2026

75

Parents

Publications

176

CNN architectures for large-scale audio classification

Shawn Hershey, Sourish Chaudhuri, Daniel P. W. Ellis et al. · 2017 · 2.5K citations

, , +10

Learning When Training Data are Costly: The Effect of Class Distribution on Tree Induction

Gary M. Weiss, Foster Provost · Journal of Artificial Intelligence Research · 2003 · 928 citations · Full text

, , +12

A Survey of Active Learning Algorithms for Supervised Remote Sensing Image Classification

Devis Tuia, Michele Volpi, Loris Copa et al. · IEEE Journal of Selected Topics in Signal Processing · 2011 · 551 citations · Full text

, , +15

Incorporating prior information in machine learning by creating virtual examples

Partha Niyogi, Federico Girosi, Tomaso Poggio · Proceedings of the IEEE · 1998 · 315 citations

, , +12

An iterative pruning algorithm for feedforward neural networks

Giovanna Castellano, Anna Maria Fanelli, Marcello Pelillo · IEEE Transactions on Neural Networks · 1997 · 300 citations

, , +11

1–5 of 176

Authors

595

  1. NK
    Naimul Khan

    Toronto Metropolitan University, Canada

    4 publications · 452 citations

    4

    h-index

  2. MH
    Marcia Hon

    Toronto Metropolitan University, Canada

    4 publications · 452 citations

    4

    h-index

  3. DP
    Daniel P. W. Ellis

    Columbia University, United States

    3 publications · 2.5K citations

    3

    h-index

  4. XZ
    Xiaojin Zhu

    University of Wisconsin–Madison, United States

    2 publications · 22 citations

    2

    h-index

  5. MB
    Miloš Božić

    University of Nis, Serbia

    2 publications · 39 citations

    2

    h-index

1–5 of 595

Institutions

282

  1. Toronto Metropolitan University

    Toronto, Canada

    4 h-index

    9 publications

    1.1K citations

  2. Google (United States)

    Mountain View, United States

    4 h-index

    41 publications

    32.5K citations

  3. Chinese University of Hong Kong

    Hong Kong, Hong Kong

    3 h-index

    9 publications

    445 citations

  4. Institut National de Recherche pour l'Agriculture, l'Alimentation et l'Environnement

    Paris, France

    3 h-index

    11 publications

    457 citations

  5. Universidad de Granada

    Granada, Spain

    3 h-index

    8 publications

    542 citations

  6. University of Bern

    Bern, Switzerland

    3 h-index

    6 publications

    146 citations

  7. Technical University of Munich

    Munich, Germany

    3 h-index

    7 publications

    228 citations

  8. Centre National de la Recherche Scientifique

    Paris, France

    3 h-index

    8 publications

    310 citations

1–8 of 282

Venues

  1. arXiv (Cornell University)

    Repository · 8 publications · 102 citations

    8

    h-index

  2. Theoretical and Applied Genetics

    4 publications · 177 citations

    4

    h-index

  3. PLoS ONE

    4 publications · 94 citations

    4

    h-index

  4. 4

    h-index

  5. G3 Genes Genomes Genetics

    3 publications · 373 citations

    3

    h-index

1–5