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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Detalles Bibliográficos
Autores principales: Montesinos-López, Osval A., Martín-Vallejo, Javier, Crossa, José, Gianola, Daniel, Hernández-Suárez, Carlos M., Montesinos-López, Abelardo, Juliana, Philomin, Singh, Ravi
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Genetics Society of America 2019
Materias:
Genomic Prediction
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6385991/
https://www.ncbi.nlm.nih.gov/pubmed/30593512
http://dx.doi.org/10.1534/g3.118.200998

Internet

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6385991/
https://www.ncbi.nlm.nih.gov/pubmed/30593512
http://dx.doi.org/10.1534/g3.118.200998

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