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A Benchmarking Between Deep Learning, Support Vector Machine and Bayesian Threshold Best Linear Unbiased Prediction for Predicting Ordinal Traits in Plant Breeding

Genomic selection is revolutionizing plant breeding. However, still lacking are better statistical models for ordinal phenotypes to improve the accuracy of the selection of candidate genotypes. For this reason, in this paper we explore the genomic based prediction performance of two popular machine...

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Shranjeno v:
Bibliografske podrobnosti
izdano v:G3 (Bethesda)
Main Authors: Montesinos-López, Osval A., Martín-Vallejo, Javier, Crossa, José, Gianola, Daniel, Hernández-Suárez, Carlos M., Montesinos-López, Abelardo, Juliana, Philomin, Singh, Ravi
Format: Artigo
Jezik:Inglês
Izdano: Genetics Society of America 2019
Teme:
Online dostop:https://ncbi.nlm.nih.gov/pmc/articles/PMC6385991/
https://ncbi.nlm.nih.gov/pubmed/30593512
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1534/g3.118.200998
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