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Using Random Forests as a prescreening tool for genomic prediction: impact of subsets of SNPs on prediction accuracy of total genetic values

Archive ouverte | Li, Y. | CCSD

International audience. Machine learning methods have been shown to be superior for predicting phenotypic values over conventional statistical methods when epistatic effects of SNPs play a key role in controlling co...

A rapid method for the identification of epistatic ‘dormant’ SNPs

Archive ouverte | Reverter, A. | CCSD

International audience. A rapid method for the identification of epistatic ‘dormant’ SNPs We present a unique computational approach for the identification of epistatic SNPs based on SNPs with significant yet oppose...

Association analysis of loci implied in “buffering” epistasis

Archive ouverte | Reverter, Antonio | CCSD

International audience. The existence of buffering mechanisms is an emerging property of biological networks, and this results in the buildup of robustness through evolution. So far, there are no explicit methods to...

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