Applications of Support Vector Machine in Genomic Prediction in Pig and Maize Populations

Applications of Support Vector Machine in Genomic Prediction in Pig and Maize Populations

Genomic prediction (GP) has revolutionized animal and plant breeding. However, better statistical models that can improve the accuracy of GP are required. For this reason, in this study, we explored the genomic-based prediction performance of a popular machine learning method, the Support Vector Mac...

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Bibliographic Details
Main Authors: Wei Zhao, Xueshuang Lai, Dengying Liu, Zhenyang Zhang, Peipei Ma, Qishan Wang, Zhe Zhang, Yuchun Pan
Format: Article
Language:English
Published: Frontiers Media S.A. 2020-12-01
Series:Frontiers in Genetics
Subjects:
genomic prediction
SVM
GBLUP
BayesR
molecular breeding
Online Access:https://www.frontiersin.org/articles/10.3389/fgene.2020.598318/full

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