LightGBM: accelerated genomically designed crop breeding through ensemble learning

LightGBM is an ensemble model of decision trees for classification and regression prediction. We demonstrate its utility in genomic selection-assisted breeding with a large dataset of inbred and hybrid maize lines. LightGBM exhibits superior performance in terms of prediction precision, model stabil...

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Detalles Bibliográficos
Autores principales: Yan, Jun, Xu, Yuetong, Cheng, Qian, Jiang, Shuqin, Wang, Qian, Xiao, Yingjie, Ma, Chuang, Yan, Jianbing, Wang, Xiangfeng
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2021
Materias:
Method
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8451137/
https://www.ncbi.nlm.nih.gov/pubmed/34544450
http://dx.doi.org/10.1186/s13059-021-02492-y

Internet

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8451137/
https://www.ncbi.nlm.nih.gov/pubmed/34544450
http://dx.doi.org/10.1186/s13059-021-02492-y

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