Focused model selection for linear mixed models with an application to whale ecology
A central point of disagreement, in certain long-standing discussions about a particular whaling dataset in the Scientific Committee of the International Whaling Commission, has directly involved model selection issues for linear mixed effect models. The biological question under discussion is assoc...
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ftculeuclid:oai:CULeuclid:euclid.aoas/1593449330 2023-05-15T13:44:58+02:00 Focused model selection for linear mixed models with an application to whale ecology Cunen, Céline Walløe, Lars Hjort, Nils Lid 2020-06 application/pdf https://projecteuclid.org/euclid.aoas/1593449330 https://doi.org/10.1214/20-AOAS1331 en eng The Institute of Mathematical Statistics 1932-6157 1941-7330 https://projecteuclid.org/euclid.aoas/1593449330 Ann. Appl. Stat. 14, no. 2 (2020), 872-904 doi:10.1214/20-AOAS1331 Copyright 2020 Institute of Mathematical Statistics Antarctic minke whale focused information criterion FIC plot linear mixed effects models model selection Text 2020 ftculeuclid https://doi.org/10.1214/20-AOAS1331 2020-07-19T00:10:55Z A central point of disagreement, in certain long-standing discussions about a particular whaling dataset in the Scientific Committee of the International Whaling Commission, has directly involved model selection issues for linear mixed effect models. The biological question under discussion is associated with a clearly defined parameter of primary interest, a focus parameter, which makes model selection with the Focused Information Criterion (FIC) more appropriate than other selection methods. Since the existing FIC methodology has not covered the case of linear mixed effects models, this article sets up the required framework and develops the necessary formulae for the relevant FIC. Our new criterion requires the asymptotic distribution of estimators derived for a given candidate linear mixed model but with behaviour examined under a wider linear mixed model. These results, needed here to build our FIC, also have independent interest. Text Antarc* Antarctic Antarctic Minke whale minke whale Project Euclid (Cornell University Library) Antarctic The Annals of Applied Statistics 14 2 |
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Project Euclid (Cornell University Library) |
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English |
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Antarctic minke whale focused information criterion FIC plot linear mixed effects models model selection |
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Antarctic minke whale focused information criterion FIC plot linear mixed effects models model selection Cunen, Céline Walløe, Lars Hjort, Nils Lid Focused model selection for linear mixed models with an application to whale ecology |
topic_facet |
Antarctic minke whale focused information criterion FIC plot linear mixed effects models model selection |
description |
A central point of disagreement, in certain long-standing discussions about a particular whaling dataset in the Scientific Committee of the International Whaling Commission, has directly involved model selection issues for linear mixed effect models. The biological question under discussion is associated with a clearly defined parameter of primary interest, a focus parameter, which makes model selection with the Focused Information Criterion (FIC) more appropriate than other selection methods. Since the existing FIC methodology has not covered the case of linear mixed effects models, this article sets up the required framework and develops the necessary formulae for the relevant FIC. Our new criterion requires the asymptotic distribution of estimators derived for a given candidate linear mixed model but with behaviour examined under a wider linear mixed model. These results, needed here to build our FIC, also have independent interest. |
format |
Text |
author |
Cunen, Céline Walløe, Lars Hjort, Nils Lid |
author_facet |
Cunen, Céline Walløe, Lars Hjort, Nils Lid |
author_sort |
Cunen, Céline |
title |
Focused model selection for linear mixed models with an application to whale ecology |
title_short |
Focused model selection for linear mixed models with an application to whale ecology |
title_full |
Focused model selection for linear mixed models with an application to whale ecology |
title_fullStr |
Focused model selection for linear mixed models with an application to whale ecology |
title_full_unstemmed |
Focused model selection for linear mixed models with an application to whale ecology |
title_sort |
focused model selection for linear mixed models with an application to whale ecology |
publisher |
The Institute of Mathematical Statistics |
publishDate |
2020 |
url |
https://projecteuclid.org/euclid.aoas/1593449330 https://doi.org/10.1214/20-AOAS1331 |
geographic |
Antarctic |
geographic_facet |
Antarctic |
genre |
Antarc* Antarctic Antarctic Minke whale minke whale |
genre_facet |
Antarc* Antarctic Antarctic Minke whale minke whale |
op_relation |
1932-6157 1941-7330 https://projecteuclid.org/euclid.aoas/1593449330 Ann. Appl. Stat. 14, no. 2 (2020), 872-904 doi:10.1214/20-AOAS1331 |
op_rights |
Copyright 2020 Institute of Mathematical Statistics |
op_doi |
https://doi.org/10.1214/20-AOAS1331 |
container_title |
The Annals of Applied Statistics |
container_volume |
14 |
container_issue |
2 |
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1766208999273791488 |