Genome-wide prediction of discrete traits using bayesian regressions and machine learning

被引：0
|
作者：
Oscar González-Recio
Selma Forni
机构：
[1] INIA,
[2] Genus Plc,undefined
来源：
Genetics Selection Evolution | / 43卷
关键词：
Single Nucleotide Polymorphism; Loss Function; Random Forest; Lasso; Genomic Selection;
D O I：
暂无
中图分类号：
学科分类号：
摘要：
引用
收藏
相关论文
共 50 条
  • [1] Genome-wide prediction of discrete traits using bayesian regressions and machine learning
    Gonzalez-Recio, Oscar
    Forni, Selma
    GENETICS SELECTION EVOLUTION, 2011, 43
  • [2] Machine learning methods and predictive ability metrics for genome-wide prediction of complex traits
    Gonzalez-Recio, Oscar
    Rosa, Guilherme J. M.
    Gianola, Daniel
    LIVESTOCK SCIENCE, 2014, 166 : 217 - 231
  • [3] Genome-Wide Association Studies for Discrete Traits
    Thomas, Duncan C.
    GENETIC EPIDEMIOLOGY, 2009, 33 : S8 - S12
  • [4] Genome-wide prediction using Bayesian additive regression trees
    Patrik Waldmann
    Genetics Selection Evolution, 48
  • [5] Genome-wide prediction using Bayesian additive regression trees
    Waldmann, Patrik
    GENETICS SELECTION EVOLUTION, 2016, 48
  • [6] Predicting genome-wide redundancy using machine learning
    Chen, Huang-Wen
    Bandyopadhyay, Sunayan
    Shasha, Dennis E.
    Birnbaum, Kenneth D.
    BMC EVOLUTIONARY BIOLOGY, 2010, 10
  • [7] Predicting genome-wide redundancy using machine learning
    Huang-Wen Chen
    Sunayan Bandyopadhyay
    Dennis E Shasha
    Kenneth D Birnbaum
    BMC Evolutionary Biology, 10
  • [8] Genome-wide prediction for complex traits under the presence of dominance effects in simulated populations using GBLUP and machine learning methods
    Carvalho Alves, Anderson Antonio
    da Costa, Rebeka Magalhaes
    Bresolin, Tiago
    Fernandes Junior, Gerardo Alves
    Espigolan, Rafael
    Frossard Ribeiro, Andre Mauric
    Carvalheiro, Roberto
    de Albuquerque, Lucia Galva
    JOURNAL OF ANIMAL SCIENCE, 2020, 98 (06)
  • [9] The effect of kernel selection on genome wide prediction of discrete traits by Support Vector Machine
    Kasnavi, Seyed Amir
    Aminafshar, Mehdi
    Shariati, Mohammad Mahdi
    Kashan, Nasser Emam Jomeh
    Honarvar, Mahmood
    GENE REPORTS, 2018, 11 : 279 - 282
  • [10] Genome-wide association study of reproductive traits in Nellore heifers using Bayesian inference
    Costa, Raphael B.
    Camargo, Gregorio M. F.
    Diaz, Iara D. P. S.
    Irano, Natalia
    Dias, Marina M.
    Carvalheiro, Roberto
    Boligon, Arione A.
    Baldi, Fernando
    Oliveira, Henrique N.
    Tonhati, Humberto
    Albuquerque, Lucia G.
    GENETICS SELECTION EVOLUTION, 2015, 47
12345