Article
L2-Boosting algorithm applied to high-dimensional problems in genomic selection.
Genetics research - 1 Jun 2010
González-Recio Oscar, Weigel Kent A, Gianola Daniel, Naya Hugo, Rosa Guilherme J M
Abstract excerpt
The L(2)-Boosting algorithm is one of the most promising machine-learning techniques that has appeared in recent decades. It may be applied to high-dimensional problems such as whole-genome studies, and it is relatively simple from a computational point of view. In this study, we used this algorithm in a genomic selection context to make predictions of yet to be observed outcomes. Two data sets were used: (1)...
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