Concepedia

Training Population Optimization

Training Population Optimization is a methodological framework within training population design that systematically enhances the selection, composition, and structuring of training data to maximize model performance, generalizability, and learning efficiency under specified constraints.

29

Publications

2K

Citations

133

Authors

85

Institutions

Publications per year

2017–2026

18

Parents

Publications

29

Training set optimization under population structure in genomic selection

Julio Isidro y Sánchez, Jean‐Luc Jannink, Deniz Akdemir et al. · Theoretical and Applied Genetics · 2014 · 394 citations · Full text

, , +15

Optimal Design of Preliminary Yield Trials with Genome‐Wide Markers

Jeffrey B. Endelman, G. N. Atlin, Yoseph Beyene et al. · Crop Science · 2013 · 149 citations · Full text

, , +11

Training population selection and use of fixed effects to optimize genomic predictions in a historical USA winter wheat panel

Jose Martin Sarinelli, J. Paul Murphy, Priyanka Tyagi et al. · Theoretical and Applied Genetics · 2019 · 125 citations · Full text

, , +17

Design of training populations for selective phenotyping in genomic prediction

Deniz Akdemir, Julio Isidro y Sánchez · Scientific Reports · 2019 · 124 citations · Full text

, , +17

A genetic algorithm-based virtual sample generation technique to improve small data set learning

Der‐Chiang Li, I-Hsiang Wen · Neurocomputing · 2014 · 108 citations

, , +9

1–5 of 29

Authors

133

  1. DA
    Deniz Akdemir

    Cornell University, United States

    5 publications · 640 citations

    5

    h-index

  2. JI
    Julio Isidro y Sánchez

    Instituto Nacional de Investigación y Tecnología Agraria y Alimentaria, Spain

    4 publications · 607 citations

    4

    h-index

  3. JJ
    Jean‐Luc Jannink

    Cornell University, United States

    4 publications · 655 citations

    4

    h-index

  4. ME
    Mark E. Sorrells

    Cornell University, United States

    3 publications · 626 citations

    3

    h-index

  5. AH
    Ahmad H. Sallam

    University of Minnesota, United States

    2 publications · 50 citations

    2

    h-index

1–5 of 133

Institutions

85

  1. Cornell University

    Ithaca, United States

    5 h-index

    13 publications

    2.2K citations

  2. Robert W. Holley Center for Agriculture & Health

    Ithaca, United States

    3 h-index

    3 publications

    261 citations

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

    Paris, France

    3 h-index

    13 publications

    796 citations

  4. University of Georgia

    Athens, United States

    2 h-index

    3 publications

    285 citations

  5. University of Minnesota

    Minneapolis, United States

    2 h-index

    7 publications

    148 citations

  6. University College Dublin

    Dublin, Ireland

    2 h-index

    2 publications

    173 citations

  7. Université Paris-Saclay

    Gif-sur-Yvette, France

    2 h-index

    6 publications

    441 citations

  8. Centre for Plant Biotechnology and Genomics

    Pozuelo de Alarcón, Spain

    2 h-index

    3 publications

    129 citations

1–8 of 85

Venues

  1. Theoretical and Applied Genetics

    5 publications · 660 citations

    5

    h-index

  2. G3 Genes Genomes Genetics

    4 publications · 167 citations

    4

    h-index

  3. Crop Science

    2 publications · 232 citations

    2

    h-index

  4. Neurocomputing

    2 publications · 140 citations

    2

    h-index

  5. Frontiers in Genetics

    2 publications · 68 citations

    2

    h-index

1–5