Article
Nonparametric method for genomics-based prediction of performance of quantitative traits involving epistasis in plant breeding.
PloS one - 1 Jan 2012
Sun Xiaochun, Ma Ping, Mumm Rita H
Abstract excerpt
Genomic selection (GS) procedures have proven useful in estimating breeding value and predicting phenotype with genome-wide molecular marker information. However, issues of high dimensionality, multicollinearity, and the inability to deal effectively with epistasis can jeopardize accuracy and predictive ability. We, therefore, propose a new nonparametric method, pRKHS, which combines the features of supervised...
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