Hot topic: A unified approach to utilize phenotypic, full pedigree, and genomic information for genetic evaluation of Holstein final score1, Journal of Dairy Science, vol.93, issue.2, pp.743-752, 2010. ,
DOI : 10.3168/jds.2009-2730
Pattern Recognition and Machine Learning, 2006. ,
Bagging predictors, Machine Learning, vol.10, issue.2, pp.123-140, 1996. ,
DOI : 10.1007/BF00058655
Boosting for high-dimensional linear models, The Annals of Statistics, vol.34, issue.2, pp.559-583, 2006. ,
DOI : 10.1214/009053606000000092
Loss, Journal of the American Statistical Association, vol.98, issue.462, pp.324-339, 2003. ,
DOI : 10.1198/016214503000125
Sparse Boosting, Journal of Machine Learning Research, vol.7, pp.1001-1024, 2006. ,
Recursive bias estimation and L2 boosting, Tech. rep, pp.801-4629, 2008. ,
Predicting Quantitative Traits With Regression Models for Dense Molecular Markers and Pedigree, Genetics, vol.182, issue.1, pp.375-385, 2009. ,
DOI : 10.1534/genetics.109.101501
URL : https://hal.archives-ouvertes.fr/pasteur-00606555
Experiments with a new boosting algorithm, Thirteen International Conference on Machine Learning, pp.158-156, 1996. ,
machine., The Annals of Statistics, vol.29, issue.5, pp.1189-1232, 2001. ,
DOI : 10.1214/aos/1013203451
Genomic-Assisted Prediction of Genetic Value With Semiparametric Procedures, Genetics, vol.173, issue.3, pp.1761-1776, 2006. ,
DOI : 10.1534/genetics.105.049510
Additive Genetic Variability and the Bayesian Alphabet, Genetics, vol.183, issue.1, pp.347-363, 2009. ,
DOI : 10.1534/genetics.109.103952
Nonparametric Methods for Incorporating Genomic Information Into Genetic Evaluations: An Application to Mortality in Broilers, Genetics, vol.178, issue.4, pp.2305-2313, 2008. ,
DOI : 10.1534/genetics.107.084293
Genome-assisted prediction of a quantitative trait measured in parents and progeny: application to food conversion rate in chickens, Genetics Selection Evolution, vol.41, issue.1, 2009. ,
DOI : 10.1186/1297-9686-41-3
Data and theory point to mainly additive genetic variance for complex traits, PLoS Genetics, vol.4, 2008. ,
Machine learning classification procedure for selecting SNPs in genomic selection: application to early mortality in broilers, Journal of Animal Breeding and Genetics, vol.85, issue.6, pp.377-389, 2007. ,
DOI : 10.1111/j.1439-0388.2007.00694.x
Radial basis function regression methods for predicting quantitative traits using SNP markers, Genetics Research, vol.92, issue.03, 2010. ,
DOI : 10.1017/S0016672310000157
Cost-effective analysis of candidate genes using htSNPs: a staged approach, Genes and Immunity, vol.5, issue.4, pp.301-305, 2004. ,
DOI : 10.1038/sj.gene.6364064
Prediction of total genetic value using genomewide dense marker maps, Genetics, vol.157, pp.1819-1829, 2001. ,
On estimating regression. Theory of Probability and Its Applications 9, pp.141-142, 1964. ,
Popular en1semble methods : an empirical study, Journal of Artificial Intelligence Research, vol.11, pp.169-198, 1999. ,
The Bayesian Lasso, Journal of the American Statistical Association, vol.103, issue.482, pp.681-686, 2008. ,
DOI : 10.1198/016214508000000337
Genomic selection using different marker types and densities, Journal of Animal Science, vol.86, issue.10, pp.2447-2454, 2008. ,
DOI : 10.2527/jas.2007-0010
Regression shrinkage and selection via the LASSO, Journal of the Royal Statistical Society, Series B, vol.58, pp.267-288, 1996. ,
DOI : 10.1111/j.1467-9868.2011.00771.x
Efficient Methods to Compute Genomic Predictions, Journal of Dairy Science, vol.91, issue.11, pp.4414-4423, 2008. ,
DOI : 10.3168/jds.2007-0980
Invited Review: Reliability of genomic predictions for North American Holstein bulls, Journal of Dairy Science, vol.92, issue.1, pp.16-24, 2009. ,
DOI : 10.3168/jds.2008-1514
Smooth regression analysis, Sankhya A, vol.26, pp.359-372, 1964. ,
Predictive ability of direct genomic values for lifetime net merit of Holstein sires using selected subsets of single nucleotide polymorphism markers, Journal of Dairy Science, vol.92, issue.10, pp.5248-5257, 2009. ,
DOI : 10.3168/jds.2009-2092