Data_Sheet_1_Model Selection via Focused Information Criteria for Complex Data in Ecology and Evolution.pdf
Datasets encountered when examining deeper issues in ecology and evolution are often complex. This calls for careful strategies for both model building, model selection, and model averaging. Our paper aims at motivating, exhibiting, and further developing focused model selection criteria. In context...
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ftfrontimediafig:oai:figshare.com:article/10302479 2023-05-15T14:02:26+02:00 Data_Sheet_1_Model Selection via Focused Information Criteria for Complex Data in Ecology and Evolution.pdf Gerda Claeskens Céline Cunen Nils Lid Hjort 2019-11-14T04:41:37Z https://doi.org/10.3389/fevo.2019.00415.s001 https://figshare.com/articles/Data_Sheet_1_Model_Selection_via_Focused_Information_Criteria_for_Complex_Data_in_Ecology_and_Evolution_pdf/10302479 unknown doi:10.3389/fevo.2019.00415.s001 https://figshare.com/articles/Data_Sheet_1_Model_Selection_via_Focused_Information_Criteria_for_Complex_Data_in_Ecology_and_Evolution_pdf/10302479 CC BY 4.0 CC-BY Evolutionary Biology Ecology Invasive Species Ecology Landscape Ecology Conservation and Biodiversity Behavioural Ecology Community Ecology (excl. Invasive Species Ecology) Ecological Physiology Freshwater Ecology Marine and Estuarine Ecology (incl. Marine Ichthyology) Population Ecology Terrestrial Ecology bird species abundance evolution FIC and AFIC focused model selection linear mixed effects minke whales Dataset 2019 ftfrontimediafig https://doi.org/10.3389/fevo.2019.00415.s001 2019-11-20T23:51:11Z Datasets encountered when examining deeper issues in ecology and evolution are often complex. This calls for careful strategies for both model building, model selection, and model averaging. Our paper aims at motivating, exhibiting, and further developing focused model selection criteria. In contexts involving precisely formulated interest parameters, these versions of FIC, the focused information criterion, typically lead to better final precision for the most salient estimates, confidence intervals, etc. as compared to estimators obtained from other selection methods. Our methods are illustrated with real case studies in ecology; one related to bird species abundance and another to the decline in body condition for the Antarctic minke whale. Dataset Antarc* Antarctic Antarctic Minke whale minke whale Frontiers: Figshare Antarctic The Antarctic |
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Frontiers: Figshare |
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ftfrontimediafig |
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unknown |
topic |
Evolutionary Biology Ecology Invasive Species Ecology Landscape Ecology Conservation and Biodiversity Behavioural Ecology Community Ecology (excl. Invasive Species Ecology) Ecological Physiology Freshwater Ecology Marine and Estuarine Ecology (incl. Marine Ichthyology) Population Ecology Terrestrial Ecology bird species abundance evolution FIC and AFIC focused model selection linear mixed effects minke whales |
spellingShingle |
Evolutionary Biology Ecology Invasive Species Ecology Landscape Ecology Conservation and Biodiversity Behavioural Ecology Community Ecology (excl. Invasive Species Ecology) Ecological Physiology Freshwater Ecology Marine and Estuarine Ecology (incl. Marine Ichthyology) Population Ecology Terrestrial Ecology bird species abundance evolution FIC and AFIC focused model selection linear mixed effects minke whales Gerda Claeskens Céline Cunen Nils Lid Hjort Data_Sheet_1_Model Selection via Focused Information Criteria for Complex Data in Ecology and Evolution.pdf |
topic_facet |
Evolutionary Biology Ecology Invasive Species Ecology Landscape Ecology Conservation and Biodiversity Behavioural Ecology Community Ecology (excl. Invasive Species Ecology) Ecological Physiology Freshwater Ecology Marine and Estuarine Ecology (incl. Marine Ichthyology) Population Ecology Terrestrial Ecology bird species abundance evolution FIC and AFIC focused model selection linear mixed effects minke whales |
description |
Datasets encountered when examining deeper issues in ecology and evolution are often complex. This calls for careful strategies for both model building, model selection, and model averaging. Our paper aims at motivating, exhibiting, and further developing focused model selection criteria. In contexts involving precisely formulated interest parameters, these versions of FIC, the focused information criterion, typically lead to better final precision for the most salient estimates, confidence intervals, etc. as compared to estimators obtained from other selection methods. Our methods are illustrated with real case studies in ecology; one related to bird species abundance and another to the decline in body condition for the Antarctic minke whale. |
format |
Dataset |
author |
Gerda Claeskens Céline Cunen Nils Lid Hjort |
author_facet |
Gerda Claeskens Céline Cunen Nils Lid Hjort |
author_sort |
Gerda Claeskens |
title |
Data_Sheet_1_Model Selection via Focused Information Criteria for Complex Data in Ecology and Evolution.pdf |
title_short |
Data_Sheet_1_Model Selection via Focused Information Criteria for Complex Data in Ecology and Evolution.pdf |
title_full |
Data_Sheet_1_Model Selection via Focused Information Criteria for Complex Data in Ecology and Evolution.pdf |
title_fullStr |
Data_Sheet_1_Model Selection via Focused Information Criteria for Complex Data in Ecology and Evolution.pdf |
title_full_unstemmed |
Data_Sheet_1_Model Selection via Focused Information Criteria for Complex Data in Ecology and Evolution.pdf |
title_sort |
data_sheet_1_model selection via focused information criteria for complex data in ecology and evolution.pdf |
publishDate |
2019 |
url |
https://doi.org/10.3389/fevo.2019.00415.s001 https://figshare.com/articles/Data_Sheet_1_Model_Selection_via_Focused_Information_Criteria_for_Complex_Data_in_Ecology_and_Evolution_pdf/10302479 |
geographic |
Antarctic The Antarctic |
geographic_facet |
Antarctic The Antarctic |
genre |
Antarc* Antarctic Antarctic Minke whale minke whale |
genre_facet |
Antarc* Antarctic Antarctic Minke whale minke whale |
op_relation |
doi:10.3389/fevo.2019.00415.s001 https://figshare.com/articles/Data_Sheet_1_Model_Selection_via_Focused_Information_Criteria_for_Complex_Data_in_Ecology_and_Evolution_pdf/10302479 |
op_rights |
CC BY 4.0 |
op_rightsnorm |
CC-BY |
op_doi |
https://doi.org/10.3389/fevo.2019.00415.s001 |
_version_ |
1766272719315271680 |