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MCMC sampling for a multilevel model with non-independent residuals within and between cluster units

机译:在群集单元内和群集单元之间具有非独立残差的多级模型的MCMC采样

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摘要

Multilevel models are used for statistical modeling of response variables that involve some dependence due to clustering. Here cluster membership influences the response and hence the responses of two units in the same cluster are generally more alike than responses from two randomly chosen units. This article considers two-level random intercept models which exhibit one level of clustering and where the correlation resulted by this clustering can be expressed by a single term. However, some three-level models can also be described within this general frame-work. (13 refs.)
机译:多级模型用于响应变量的统计建模,这些响应变量由于聚类而具有一定的依赖性。这里,群集成员关系会影响响应,因此同一群集中两个单元的响应通常比两个随机选择的单元的响应更相似。本文考虑了两级随机拦截模型,它们显示了一个聚类水平,并且该聚类所产生的相关性可以用一个术语表示。但是,也可以在此一般框架内描述一些三级模型。 (13个参考)

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