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Flexible hierarchical mark-recapture modeling for open populations using WinBUGS
Authors:Matthew R Schofield  Richard J Barker  Darryl I MacKenzie
Institution:(1) Department of Mathematics and Statistics, University of Otago, P.O. Box 56, Dunedin, New Zealand;(2) Proteus Wildlife Research Consulting, P.O. Box 5193, Dunedin, New Zealand
Abstract:Hierarchical mark-recapture models offer three advantages over classical mark-recapture models: (i) they allow expression of complicated models in terms of simple components; (ii) they provide a convenient way of modeling missing data and latent variables in a way that allows expression of relationships involving latent variables in the model; (iii) they provide a convenient way of introducing parsimony into models involving many nuisance parameters. Expressing models using the complete data likelihood we show how many of the standard mark-recapture models for open populations can be readily fitted using the software WinBUGS. We include examples that illustrate fitting the Cormack–Jolly–Seber model, multi-state and multi-event models, models including auxiliary data, and models including density dependence.
Contact Information Darryl I. MacKenzieEmail:
Keywords:Bayesian  Hierarchical modeling  WinBUGS
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