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首页> 外文期刊>Arquivo Brasileiro de Medicina Veterinaria e Zootecnia >Modelo hier????rquico bayesiano aplicado na avalia???§???£o gen????tica de curvas de crescimento de bovinos de corte
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Modelo hier????rquico bayesiano aplicado na avalia???§???£o gen????tica de curvas de crescimento de bovinos de corte

机译:贝叶斯层次模型在肉牛生长曲线评价中的应用

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The estimation of the (co)variance components for the parameters of the growth models can be evaluated by many methods. The Bayesian approach is an alternative method of the estimation. A study was performed using simulated and real data from Nelore cattle for estimation of the (co)variance components for the parameters of Von Bertalanffy growth curve, using a bayesian hierarchical model. From the estimated components, the heritabilities for each parameter and genetic and environmental correlations between these parameters were determined. The samples of posterior marginal distributions for the parameters a, R, , u, G, and 2 e were obtained by using Gibbs Sampler algorithm and for the parameters b e k by using the Metropolis-Hastings algorithm. The efficiency of the bayesian inference methodology was verified since estimated parameters were quite close to the simulated ones. The parameters a and k from real data showed heritabilities compatible with the reality indicating they could be used in selection programs.
机译:可以通过许多方法来评估生长模型参数的(协)方差分量。贝叶斯方法是估计的另一种方法。使用来自Nelore牛的模拟和真实数据进行了一项研究,使用贝叶斯层次模型来估计Von Bertalanffy生长曲线参数的(协)方差分量。从估计的分量中,确定每个参数的遗传力以及这些参数之间的遗传和环境相关性。使用Gibbs Sampler算法获得参数a,R 、、 u,G和2 e的后边缘分布样本,并使用Metropolis-Hastings算法获得参数b e k的后边缘分布样本。贝叶斯推理方法的效率得到了验证,因为估计参数与模拟参数非常接近。来自真实数据的参数a和k显示出与真实性兼容的遗传力,表明它们可以用于选择程序。

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