A maximum likelihood approach for identifying dive bouts improves accuracy, precision and objectivity

International audience Foraging behaviour frequently occurs in bouts, and considerable efforts to properly define those bouts have been made because they partly reflect different scales of environmental variation. Methods traditionally used to identify such bouts are diverse, include some level of s...

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Published in:Behaviour
Main Authors: Luque, Sebastian P., Guinet, Christophe
Other Authors: Memorial University of Newfoundland = Université Memorial de Terre-Neuve St. John's, Canada (MUN), Centre d'Études Biologiques de Chizé (CEBC), Centre National de la Recherche Scientifique (CNRS)
Format: Article in Journal/Newspaper
Language:English
Published: HAL CCSD 2007
Subjects:
Online Access:https://hal.science/hal-00265861
https://doi.org/10.1163/156853907782418213
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record_format openpolar
spelling ftccsdartic:oai:HAL:hal-00265861v1 2024-02-27T08:35:18+00:00 A maximum likelihood approach for identifying dive bouts improves accuracy, precision and objectivity Luque, Sebastian P. Guinet, Christophe Memorial University of Newfoundland = Université Memorial de Terre-Neuve St. John's, Canada (MUN) Centre d'Études Biologiques de Chizé (CEBC) Centre National de la Recherche Scientifique (CNRS) 2007-07-24 https://hal.science/hal-00265861 https://doi.org/10.1163/156853907782418213 en eng HAL CCSD Brill Academic Publishers info:eu-repo/semantics/altIdentifier/doi/10.1163/156853907782418213 hal-00265861 https://hal.science/hal-00265861 doi:10.1163/156853907782418213 ISSN: 0005-7959 EISSN: 1568-539X Behaviour https://hal.science/hal-00265861 Behaviour, 2007, 144, pp.1315-1332. ⟨10.1163/156853907782418213⟩ Antarctic fur seal diving behaviour foraging behaviour foraging patch pinniped [SDE.BE]Environmental Sciences/Biodiversity and Ecology [SDE.ES]Environmental Sciences/Environment and Society [SDE.MCG]Environmental Sciences/Global Changes info:eu-repo/semantics/article Journal articles 2007 ftccsdartic https://doi.org/10.1163/156853907782418213 2024-01-28T02:27:17Z International audience Foraging behaviour frequently occurs in bouts, and considerable efforts to properly define those bouts have been made because they partly reflect different scales of environmental variation. Methods traditionally used to identify such bouts are diverse, include some level of subjectivity, and their accuracy and precision is rarely compared. Therefore, the applicability of a maximum likelihood estimation method (MLM) for identifying dive bouts was investigated and compared with a recently proposed sequential differences analysis (SDA). Using real data on interdive durations from Antarctic fur seals (Arctocephalus gazella Peters, 1875), the MLM-based model produced briefer bout ending criterion (BEC) and more precise parameter estimates than the SDA approach. The MLM-based model was also in better agreement with real data, as it predicted the cumulative frequency of differences in interdive duration more accurately. Using both methods on simulated data showed that the MLM-based approach produced less biased estimates of the given model parameters than the SDA approach. Different choices of histogram bin widths involved in SDA had a systematic effect on the estimated BEC, such that larger bin widths resulted in longer BECs. These results suggest that using theMLM-based procedure with the sequential differences in interdive durations, and possibly other dive characteristics, may be an accurate, precise, and objective tool for identifying dive bouts. Article in Journal/Newspaper Antarc* Antarctic Antarctic Fur Seal Antarctic Fur Seals Arctocephalus gazella Archive ouverte HAL (Hyper Article en Ligne, CCSD - Centre pour la Communication Scientifique Directe) Antarctic Behaviour 144 11 1315 1332
institution Open Polar
collection Archive ouverte HAL (Hyper Article en Ligne, CCSD - Centre pour la Communication Scientifique Directe)
op_collection_id ftccsdartic
language English
topic Antarctic fur seal
diving behaviour
foraging behaviour
foraging patch
pinniped
[SDE.BE]Environmental Sciences/Biodiversity and Ecology
[SDE.ES]Environmental Sciences/Environment and Society
[SDE.MCG]Environmental Sciences/Global Changes
spellingShingle Antarctic fur seal
diving behaviour
foraging behaviour
foraging patch
pinniped
[SDE.BE]Environmental Sciences/Biodiversity and Ecology
[SDE.ES]Environmental Sciences/Environment and Society
[SDE.MCG]Environmental Sciences/Global Changes
Luque, Sebastian P.
Guinet, Christophe
A maximum likelihood approach for identifying dive bouts improves accuracy, precision and objectivity
topic_facet Antarctic fur seal
diving behaviour
foraging behaviour
foraging patch
pinniped
[SDE.BE]Environmental Sciences/Biodiversity and Ecology
[SDE.ES]Environmental Sciences/Environment and Society
[SDE.MCG]Environmental Sciences/Global Changes
description International audience Foraging behaviour frequently occurs in bouts, and considerable efforts to properly define those bouts have been made because they partly reflect different scales of environmental variation. Methods traditionally used to identify such bouts are diverse, include some level of subjectivity, and their accuracy and precision is rarely compared. Therefore, the applicability of a maximum likelihood estimation method (MLM) for identifying dive bouts was investigated and compared with a recently proposed sequential differences analysis (SDA). Using real data on interdive durations from Antarctic fur seals (Arctocephalus gazella Peters, 1875), the MLM-based model produced briefer bout ending criterion (BEC) and more precise parameter estimates than the SDA approach. The MLM-based model was also in better agreement with real data, as it predicted the cumulative frequency of differences in interdive duration more accurately. Using both methods on simulated data showed that the MLM-based approach produced less biased estimates of the given model parameters than the SDA approach. Different choices of histogram bin widths involved in SDA had a systematic effect on the estimated BEC, such that larger bin widths resulted in longer BECs. These results suggest that using theMLM-based procedure with the sequential differences in interdive durations, and possibly other dive characteristics, may be an accurate, precise, and objective tool for identifying dive bouts.
author2 Memorial University of Newfoundland = Université Memorial de Terre-Neuve St. John's, Canada (MUN)
Centre d'Études Biologiques de Chizé (CEBC)
Centre National de la Recherche Scientifique (CNRS)
format Article in Journal/Newspaper
author Luque, Sebastian P.
Guinet, Christophe
author_facet Luque, Sebastian P.
Guinet, Christophe
author_sort Luque, Sebastian P.
title A maximum likelihood approach for identifying dive bouts improves accuracy, precision and objectivity
title_short A maximum likelihood approach for identifying dive bouts improves accuracy, precision and objectivity
title_full A maximum likelihood approach for identifying dive bouts improves accuracy, precision and objectivity
title_fullStr A maximum likelihood approach for identifying dive bouts improves accuracy, precision and objectivity
title_full_unstemmed A maximum likelihood approach for identifying dive bouts improves accuracy, precision and objectivity
title_sort maximum likelihood approach for identifying dive bouts improves accuracy, precision and objectivity
publisher HAL CCSD
publishDate 2007
url https://hal.science/hal-00265861
https://doi.org/10.1163/156853907782418213
geographic Antarctic
geographic_facet Antarctic
genre Antarc*
Antarctic
Antarctic Fur Seal
Antarctic Fur Seals
Arctocephalus gazella
genre_facet Antarc*
Antarctic
Antarctic Fur Seal
Antarctic Fur Seals
Arctocephalus gazella
op_source ISSN: 0005-7959
EISSN: 1568-539X
Behaviour
https://hal.science/hal-00265861
Behaviour, 2007, 144, pp.1315-1332. ⟨10.1163/156853907782418213⟩
op_relation info:eu-repo/semantics/altIdentifier/doi/10.1163/156853907782418213
hal-00265861
https://hal.science/hal-00265861
doi:10.1163/156853907782418213
op_doi https://doi.org/10.1163/156853907782418213
container_title Behaviour
container_volume 144
container_issue 11
container_start_page 1315
op_container_end_page 1332
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