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Environmental Monitoring Based on a Hierarchical Poisson-Gamma Model

机译:基于分层Poisson-Gamma模型的环境监测

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摘要

We establish alert and action limits for environmental monitoring programs in cleanrooms in the pharmaceutical industry.Heavily skewed count data,which exhibited both overdispersion compared to the Poisson distribution and an excess of zeroes,needed to be modelled.A hierarchical Poisson-gamma model is proposed for this purpose and compared to other models proposed in the literature,demonstrating a clear improvement in terms of fit and interpretation.
机译:我们为制药行业的洁净室环境监控程序建立了警报和行动限制。计数数据严重偏斜,与泊松分布相比,其分布过于分散,且零值过多,需要进行建模。提出了一种分层的泊松-伽马模型为此目的,并与文献中提出的其他模型进行了比较,证明了在拟合和解释方面的明显改进。

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