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A comparison of partial least squares (PLS) and sparse PLS regressions in genomic selection in French dairy cattle

Archive ouverte | Colombani, Carine, Colombani | CCSD

Genomic selection involves computing a prediction equation from the estimated effects of a large number of DNA markers based on a limited number of genotyped animals with phenotypes. The number of observations is much smaller than...

Application of Bayesian least absolute shrinkage and selection operator (LASSO) and BayesCπ methods for genomic selection in French Holstein and Montbéliarde breeds

Archive ouverte | Colombani, Carine, Colombani | CCSD

Recently, the amount of available single nucleotide polymorphism (SNP) marker data has considerably increased in dairy cattle breeds, both for research purposes and for application in commercial breeding and selection programs. Ba...

Fine tuning genomic evaluations in dairy cattle through SNP pre-selection with the Elastic-Net algorithm

Archive ouverte | Croiseau, Pascal | CCSD

Chantier qualité spécifique "Auteurs Externes" département de Génétique animale : uniquement liaison auteur au référentiel HR-Access. For genomic selection methods, the statistical challenge is to estimate the effec...

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