解决多项式误分类的贝叶斯方法及其在酒精流行病学建模中的应用

William J. Parish, Arnie Aldridge, Martijn van Hasselt
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引用次数: 0

摘要

在本文中,我们将介绍一个新命令 bamm,它实现了一种贝叶斯方法来解决多项式数据中的误分类问题;参见 Swartz 等人(2004 年,《加拿大统计期刊》32:285-302)。我们还介绍了一个后估计命令 bammdx,该命令的开发是为了提供额外的估计诊断。我们首先介绍了该方法和新命令,然后展示了 bamm 在已知误分类数据生成过程下的性能模拟研究结果,以及酒精流行病学建模的经验实例。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A Bayesian method for addressing multinomial misclassification with applications for alcohol epidemiological modeling
In this article, we describe a new command, bamm, that implements a Bayesian method for addressing misclassification in multinomial data; see Swartz et al. (2004, Canadian Journal of Statistics 32: 285–302). We also describe a postestimation command, bammdx, that was developed to provide additional estimation diagnostics. We describe the method and the new commands and then present results from both a simulation study demonstrating bamm’s performance under a known misclassification data-generating process and an empirical example from alcohol epidemiology modeling.
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