Random effects and shrinkage estimation in capture-recapture models

被引:21
|
作者
Royle, JA
Link, WA
机构
[1] US Fish & Wildlife Serv, Div Migratory Bird Management, Laurel, MD 20708 USA
[2] US Geol Survey, Patuxent Wildlife Res Ctr, Laurel, MD 20708 USA
关键词
D O I
10.1080/02664760120108746
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
We discuss the analysis of random e ects in capture-recapture models, and outline Bayesian and frequentists approaches to their analysis. Under a nor mal model, random e ects estimators derived from Bayesian or frequentist considerations have a common for m as shrinkage estimators. We discuss some of the difficulties of analysing random e ects using traditional methods, and argue that a Bayesian formulation provides a rigorous framework for dealing with these difficulties. In capture-recapture models, random e ects may provide a parsimonious compromise between constant and completely time-dependent models for the parameters (e. g. survival probability). We consider application of random e ects to band-recovery models, although the principles apply to more general situations, such as Cormack-Jolly-Seber models. We illustrate these ideas using a commonly analysed band recovery data set.
引用
收藏
页码:329 / 351
页数:23
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