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Using Local Convolutional Neural Networks for Genomic Prediction

The prediction of breeding values and phenotypes is of central importance for both livestock and crop breeding. In this study, we analyze the use of artificial neural networks (ANN) and, in particular, local convolutional neural networks (LCNN) for genomic prediction, as a region-specific filter cor...

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Detalles Bibliográficos
Autores principales: Pook, Torsten, Freudenthal, Jan, Korte, Arthur, Simianer, Henner
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7689358/
https://www.ncbi.nlm.nih.gov/pubmed/33281867
http://dx.doi.org/10.3389/fgene.2020.561497