Using Local Convolutional Neural Networks for Genomic Prediction

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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Bibliographic Details
Main Authors: Torsten Pook, Jan Freudenthal, Arthur Korte, Henner Simianer
Format: Article
Language:English
Published: Frontiers Media S.A. 2020-11-01
Series:Frontiers in Genetics
Subjects:
phenotype prediction
Keras
genomic selection
selection
breeding
machine learning
Online Access:https://www.frontiersin.org/articles/10.3389/fgene.2020.561497/full

Internet

https://www.frontiersin.org/articles/10.3389/fgene.2020.561497/full

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