Modeling of rates over a hierarchical health administrative structure

被引:12
作者
Dean, CB [1 ]
MacNab, YC [1 ]
机构
[1] Simon Fraser Univ, Dept Stat & Actuarial Sci, Burnaby, BC V5A 1S6, Canada
来源
CANADIAN JOURNAL OF STATISTICS-REVUE CANADIENNE DE STATISTIQUE | 2001年 / 29卷 / 03期
关键词
disease mapping; empirical Bayes; health policy; infant mortality; negative binomial model; overdispersion; random effects; spatial autocorrelation;
D O I
10.2307/3316037
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
Identifying the distribution of the incidence rate of a disease over a region is a prediction problem where area-specific random effects are to be estimated. The authors consider the inclusion of such effects at different levels of a hierarchical health administrative structure. They develop inference procedures for this type of multi-level model and show that the predicted rates are approximately weighted sums of the crude rates obtained by pooling data on each level of the hierarchy. Their techniques are illustrated using infant mortality data from British Columbia.
引用
收藏
页码:405 / 419
页数:15
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