Estimation of Capture Probabilities Using a GEE Approach
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Sociedade Portuguesa de Estatística
Abstract
Heterogeneity in capture probabilities represents a serious problem when estimating population size in capture-recapture studies. A generalized estimating equation (GEE) approach is applied to data from a capture-recapture experiment to model capture probabilities through a logit-link function of the covariates. The model accounts for heterogeneity resulting from individual characteristics as well as correlation among trapping occasions. In this paper, we build-up a model to use GEE in capture-recapture methodology and argue that heterogeneity and correlation among capture occasions should be accounted for. Quasi-likelihood Information Criterion (QIC) is used for selecting best fitting model. The estimates of capture probabilities may then be used to estimate population size and a real application is revisited for illustrative purposes.
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Akanda, Md. A.S.& Alpizar-Jara, R. (2013). Estimation of capture probabilities using a GEE approach, in Estatística Novos Desenvolvimentos e Inspirações (Eds. Maia, M., Campos, P. e Duarte Silva, P.), Edições SPE, pp. 27-35, ISBN: 978-972-8890-32-2. (XX Congresso da SPE, Porto, 26 a 29 de Setembro de 2012)