The pursuit of genetic gain in agricultural crops through the application of machine-learning to genomic prediction

Current practice in agriculture applies genomic prediction to assist crop breeding in the analysis of genetic marker data. Genomic selection methods typically use linear mixed models, but using machine-learning may provide further potential for improved selection accuracy, or may provide additional...

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Bibliographic Details
Main Authors: Darcy Jones, Roberta Fornarelli, Mark Derbyshire, Mark Gibberd, Kathryn Barker, James Hane
Format: Article
Language:English
Published: Frontiers Media S.A. 2023-08-01
Series:Frontiers in Genetics
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fgene.2023.1186782/full