Discrete-time multilevel hazard analysis

Discrete-time multilevel hazard analysis
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DOI:
10.1111/0081-1750.00079
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发表时间:
2000-01-01
期刊:
SOCIOLOGICAL METHODOLOGY 2000, VOL 30
影响因子:
--
通讯作者:
Maples, J
Maples, J
中科院分区:
其他
文献类型:
--
作者:
Barber, JS;Murphy, SA;Maples, J

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结合风险模型和多层模型的创新,Mle提出了一种离散时间多层风险模型的估计方法。我们推导出的可能性,并制定假设的离散时间的多水平风险模型与时变协变量在两个水平。我们特别注意证明估计方法合理性的假设。接下来,我们将使用两个常用软件包HLM和MLN演示文件构建和模型估计。我们还说明了这两个包的使用,估计在尼泊尔农村地区使用随时间变化的协变量在个人和邻里水平的避孕药具使用的风险模型。
Combining innovations in hazard modeling with those in multi-level modeling, Mle develop a method to estimate discrete-time multilevel hazard models. We derive the likelihood of and formulate assumptions for a discrete-time multilevel hazard model with time-varying covariates at two levels. We pay special attention to assumptions justifying the estimation method. Next, ute demonstrate file construction and estimation of the models using two common software packages, HLM and MLN. We also illustrate the use of both packages by estimating a model of the hazard of contraceptive use in rural Nepal using time-varying covariates at both individual and neighborhood levels.