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Model diagnostic plots for repeated measures data using the generalized estimating equations approach

机译:使用广义估计方程方法为重复测量数据建立诊断图模型

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摘要

The generalized estimating equations (GEE) approach has been widely used to analyze repeated measures data. However, in the absence of likelihood ratio tests, model diagnostic checking tools are not well established for the GEE approach, whereas they are for other likelihood-based approaches. Diagnostic checking tools are essential for determining a model’s goodness of fit, especially for non-normal data. In this paper, we propose simple residual plots to investigate the goodness of fit of the model based on the GEE approach for discrete data. The proposed residual plots are based on the quantile–quantile (Q–Q) plots of a χ2-distribution, and are particularly useful for comparing several models simultaneously.
机译:广义估计方程(GEE)方法已被广泛用于分析重复测量数据。但是,在没有似然比检验的情况下,对于GEE方法而言,模型诊断检查工具的建立尚不完善,而对于其他基于似然法的方法而言,它们却并不完善。诊断检查工具对于确定模型的拟合优度至关重要,尤其是对于非常规数据而言。在本文中,我们提出了简单残差图来研究基于GEE方法的离散数据模型的拟合优度。建议的残差图基于χ2分布的分位数-分位数(Q-Q)图,对于同时比较多个模型特别有用。

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