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A Generalized Estimating Equations Approach to Model Heterogeneity and Time Dependence in Capture-Recapture Studies

Bibliographic Details
Main Author: Akanda, M. A. S.
Publication Date: 2017
Other Authors: Alpizar-Jara, R.
Format: Article
Language: eng
Source: Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
Download full: http://hdl.handle.net/10174/22800
https://doi.org/10.1515/eje-2017-0002
Summary: Individual heterogeneity in capture probabilities and time dependence are fundamentally important for estimating the closed animal population parameters in capture-recapture studies. A generalized estimating equations (GEE) approach accounts for linear correlation among capture-recapture occasions, and individual heterogeneity in capture probabilities in a closed population capture-recapture individual heterogeneity and time variation model. The estimated capture probabilities are used to estimate animal population parameters. Two real data sets are used for illustrative purposes. A simulation study is carried out to assess the performance of the GEE estimator. A Quasi-Likelihood Information Criterion (QIC) is applied for the selection of the best fitting model. This approach performs well when the estimated population parameters depend on the individual heterogeneity and the nature of linear correlation among capture-recapture occasions.
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spelling A Generalized Estimating Equations Approach to Model Heterogeneity and Time Dependence in Capture-Recapture Studiescapture-recaptureheterogeneitygeneralized estimating equationsquasi-likelihood information criterionpopulation parametersIndividual heterogeneity in capture probabilities and time dependence are fundamentally important for estimating the closed animal population parameters in capture-recapture studies. A generalized estimating equations (GEE) approach accounts for linear correlation among capture-recapture occasions, and individual heterogeneity in capture probabilities in a closed population capture-recapture individual heterogeneity and time variation model. The estimated capture probabilities are used to estimate animal population parameters. Two real data sets are used for illustrative purposes. A simulation study is carried out to assess the performance of the GEE estimator. A Quasi-Likelihood Information Criterion (QIC) is applied for the selection of the best fitting model. This approach performs well when the estimated population parameters depend on the individual heterogeneity and the nature of linear correlation among capture-recapture occasions.De Gruyter2018-03-05T11:03:29Z2018-03-052017-01-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articlehttp://hdl.handle.net/10174/22800http://hdl.handle.net/10174/22800https://doi.org/10.1515/eje-2017-0002engAkanda, M. A. S. & Alpizar-Jara, R. (2017). A Generalized Estimating Equations Approach to Model Heterogeneity and Time Dependence in Capture-Recapture Studies. European Journal of Ecology. 3(1): 9-17, doi: 10.1515/eje-2017-0002. De Gruyter. Open.https://www.degruyter.com/view/j/eje.2017.3.issue-1/eje-2017-0002/eje-2017-0002.xmlndalpizar@uevora.pt336Akanda, M. A. S.Alpizar-Jara, R.info:eu-repo/semantics/embargoedAccessreponame:Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)instname:FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologiainstacron:RCAAP2024-01-03T19:14:10Zoai:dspace.uevora.pt:10174/22800Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireinfo@rcaap.ptopendoar:https://opendoar.ac.uk/repository/71602025-05-28T12:15:40.040019Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) - FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologiafalse
dc.title.none.fl_str_mv A Generalized Estimating Equations Approach to Model Heterogeneity and Time Dependence in Capture-Recapture Studies
title A Generalized Estimating Equations Approach to Model Heterogeneity and Time Dependence in Capture-Recapture Studies
spellingShingle A Generalized Estimating Equations Approach to Model Heterogeneity and Time Dependence in Capture-Recapture Studies
Akanda, M. A. S.
capture-recapture
heterogeneity
generalized estimating equations
quasi-likelihood information criterion
population parameters
title_short A Generalized Estimating Equations Approach to Model Heterogeneity and Time Dependence in Capture-Recapture Studies
title_full A Generalized Estimating Equations Approach to Model Heterogeneity and Time Dependence in Capture-Recapture Studies
title_fullStr A Generalized Estimating Equations Approach to Model Heterogeneity and Time Dependence in Capture-Recapture Studies
title_full_unstemmed A Generalized Estimating Equations Approach to Model Heterogeneity and Time Dependence in Capture-Recapture Studies
title_sort A Generalized Estimating Equations Approach to Model Heterogeneity and Time Dependence in Capture-Recapture Studies
author Akanda, M. A. S.
author_facet Akanda, M. A. S.
Alpizar-Jara, R.
author_role author
author2 Alpizar-Jara, R.
author2_role author
dc.contributor.author.fl_str_mv Akanda, M. A. S.
Alpizar-Jara, R.
dc.subject.por.fl_str_mv capture-recapture
heterogeneity
generalized estimating equations
quasi-likelihood information criterion
population parameters
topic capture-recapture
heterogeneity
generalized estimating equations
quasi-likelihood information criterion
population parameters
description Individual heterogeneity in capture probabilities and time dependence are fundamentally important for estimating the closed animal population parameters in capture-recapture studies. A generalized estimating equations (GEE) approach accounts for linear correlation among capture-recapture occasions, and individual heterogeneity in capture probabilities in a closed population capture-recapture individual heterogeneity and time variation model. The estimated capture probabilities are used to estimate animal population parameters. Two real data sets are used for illustrative purposes. A simulation study is carried out to assess the performance of the GEE estimator. A Quasi-Likelihood Information Criterion (QIC) is applied for the selection of the best fitting model. This approach performs well when the estimated population parameters depend on the individual heterogeneity and the nature of linear correlation among capture-recapture occasions.
publishDate 2017
dc.date.none.fl_str_mv 2017-01-01T00:00:00Z
2018-03-05T11:03:29Z
2018-03-05
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://hdl.handle.net/10174/22800
http://hdl.handle.net/10174/22800
https://doi.org/10.1515/eje-2017-0002
url http://hdl.handle.net/10174/22800
https://doi.org/10.1515/eje-2017-0002
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Akanda, M. A. S. & Alpizar-Jara, R. (2017). A Generalized Estimating Equations Approach to Model Heterogeneity and Time Dependence in Capture-Recapture Studies. European Journal of Ecology. 3(1): 9-17, doi: 10.1515/eje-2017-0002. De Gruyter. Open.
https://www.degruyter.com/view/j/eje.2017.3.issue-1/eje-2017-0002/eje-2017-0002.xml
nd
alpizar@uevora.pt
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dc.publisher.none.fl_str_mv De Gruyter
publisher.none.fl_str_mv De Gruyter
dc.source.none.fl_str_mv reponame:Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
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collection Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
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