eBook: Frailty Model (DRM PDF)
 
電子書格式: DRM PDF
作者: Luc Duchateau, Paul Janssen 
系列: Statistics for Biology and Health
分類: Diseases & disorders ,
Oncology ,
Probability & statistics ,
Stochastics ,
Computer modelling & simulation ,
Pattern recognition  
書城編號: 20389062


售價: $969.00

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製造商: Springer New York
出版日期: 2007/10/23
ISBN: 9780387728353
 
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商品簡介
Clustered survival data are encountered in many scientific disciplines including human and veterinary medicine, biology, epidemiology, public health and demography. Frailty models provide a powerful tool to analyse clustered survival data. In contrast to the large number of research publications on frailty models, relatively few statistical software packages contain frailty models.It is demanding for statistical practitioners and graduate students to grasp a good knowledge on frailty models from the existing literature. This book provides an in-depth discussion and explanation of the basics of frailty model methodology for such readers. The discussion includes parametric and semiparametric frailty models and accelerated failure time models. Common techniques to fit frailty models include the EM-algorithm, penalised likelihood techniques, Laplacian integration and Bayesian techniques. More advanced frailty models for hierarchical data are also included.Real-life examples are used to demonstrate how particular frailty models can be fitted and how the results should be interpreted. The programs to fit all the worked-out examples in the book are available from the Springer website with most of the programs developed in the freeware packages R and Winbugs. The book starts with a brief overview of some basic concepts in classical survival analysis, collecting what is needed for the reading on the more complex frailty models.
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