Article
Machine learning classification procedure for selecting SNPs in genomic selection: application to early mortality in broilers.
Developments in biologicals - 1 Jan 2008
Long N, Gianola D, Rosa G J M, Weigel K A, Avendano S
Abstract excerpt
In genome-wide association studies using single nucleotide polymorphisms (SNPs), typically thousands of SNPs are genotyped, whereas the number of phenotypes for which there is genomic information may be smaller. Atwo-step SNP (feature) selection method was developed, which consisted of filtering (using information gain), and wrapping (using naïve Bayesian classification). This was based on discretization of the...
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