Concepedia

Kernel-based Genomic Prediction

Kernel-Based Genomic Prediction is a genomic prediction method that employs kernel functions to model nonlinear relationships between genotypes and phenotypes by mapping genetic marker data into a higher-dimensional space where pairwise similarities are quantified to improve predictive accuracy across environments.

47

Publications

4.7K

Citations

240

Authors

111

Institutions

Publications per year

2017–2026

31

Parents

Publications

47

Ridge Regression and Other Kernels for Genomic Selection with R Package rrBLUP

Jeffrey B. Endelman · The Plant Genome · 2011 · 2.2K citations · Full text

, , +13

Semi-parametric genomic-enabled prediction of genetic values using reproducing kernel Hilbert spaces methods

Gustavo de los Campos, Daniel Gianola, Guilherme J. M. Rosa et al. · Genetics Research · 2010 · 382 citations · Full text

, , +16

Genomic Prediction of Genotype × Environment Interaction Kernel Regression Models

Jaime Cuevas, José Crossa, Víctor Soberanis et al. · The Plant Genome · 2016 · 186 citations · Full text

, , +16

Nonlinear kernels, dominance, and envirotyping data increase the accuracy of genome-based prediction in multi-environment trials

Germano Costa‐Neto, Roberto Fritsche‐Neto, José Crossa · Heredity · 2020 · 159 citations · Full text

, , +17

Genome-wide association study and genomic prediction in citrus: Potential of genomics-assisted breeding for fruit quality traits

Mai F. Minamikawa, Keisuke Nonaka, Eli Kaminuma et al. · Scientific Reports · 2017 · 155 citations · Full text

, , +17

1–5 of 47

Authors

240

  1. JC
    José Crossa

    Centro Internacional de Mejoramiento de Maíz Y Trigo, Mexico

    10 publications · 1.1K citations

    10

    h-index

  2. JC
    Jaime Cuevas

    University of Quintana Roo, Mexico

    6 publications · 562 citations

    6

    h-index

  3. OA
    Osval A. Montesinos‐López

    Universidad de Colima, Mexico

    6 publications · 459 citations

    6

    h-index

  4. PP
    Paulino Pérez‐Rodríguez

    Colegio de Postgraduados, Mexico

    5 publications · 515 citations

    5

    h-index

  5. RF
    Roberto Fritsche‐Neto

    Universidade de São Paulo, Brazil

    4 publications · 361 citations

    4

    h-index

1–5 of 240

Institutions

111

  1. Centro Internacional de Mejoramiento de Maíz Y Trigo

    Texcoco, Mexico

    9 h-index

    26 publications

    2.6K citations

  2. University of Quintana Roo

    Chetumal, Mexico

    6 h-index

    8 publications

    853 citations

  3. Colegio de Postgraduados

    Montecillo, Mexico

    6 h-index

    9 publications

    822 citations

  4. University of Wisconsin–Madison

    Madison, United States

    5 h-index

    12 publications

    1.9K citations

  5. Universidad de Colima

    Colima, Mexico

    5 h-index

    6 publications

    288 citations

  6. Universidade de São Paulo

    São Paulo, Brazil

    4 h-index

    9 publications

    850 citations

  7. China Agricultural University

    Beijing, China

    3 h-index

    5 publications

    136 citations

  8. University of Göttingen

    Göttingen, Germany

    3 h-index

    8 publications

    489 citations

1–8 of 111

Venues

  1. Frontiers in Genetics

    6 publications · 301 citations

    6

    h-index

  2. G3 Genes Genomes Genetics

    5 publications · 311 citations

    5

    h-index

  3. BMC Bioinformatics

    3 publications · 82 citations

    3

    h-index

  4. The Plant Genome

    3 publications · 2.4K citations

    3

    h-index

  5. Briefings in Bioinformatics

    1 publications · 41 citations

    2

    h-index

1–5