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A hybrid expectation maximisation and MCMC sampling algorithm to implement Bayesian mixture model based genomic prediction and QTL mapping

BACKGROUND: Bayesian mixture models in which the effects of SNP are assumed to come from normal distributions with different variances are attractive for simultaneous genomic prediction and QTL mapping. These models are usually implemented with Monte Carlo Markov Chain (MCMC) sampling, which require...

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Détails bibliographiques
Publié dans:BMC Genomics
Auteurs principaux: Wang, Tingting, Chen, Yi-Ping Phoebe, Bowman, Phil J., Goddard, Michael E., Hayes, Ben J.
Format: Artigo
Langue:Inglês
Publié: BioMed Central 2016
Sujets:
Accès en ligne:https://ncbi.nlm.nih.gov/pmc/articles/PMC5031345/
https://ncbi.nlm.nih.gov/pubmed/27654580
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1186/s12864-016-3082-7
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