A maximum likelihood approach for identifying dive bouts improves accuracy, precision and objectivity. Behaviour 144

Summary 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, an...

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Main Authors: Sebastián P Luque, Christophe Guinet
Other Authors: The Pennsylvania State University CiteSeerX Archives
Format: Text
Language:English
Published: 2007
Subjects:
Online Access:http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.1071.3262
http://www.cebc.cnrs.fr/publipdf/2007/LB144.pdf
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spelling ftciteseerx:oai:CiteSeerX.psu:10.1.1.1071.3262 2023-05-15T13:58:31+02:00 A maximum likelihood approach for identifying dive bouts improves accuracy, precision and objectivity. Behaviour 144 Sebastián P Luque Christophe Guinet The Pennsylvania State University CiteSeerX Archives 2007 application/pdf http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.1071.3262 http://www.cebc.cnrs.fr/publipdf/2007/LB144.pdf en eng http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.1071.3262 http://www.cebc.cnrs.fr/publipdf/2007/LB144.pdf Metadata may be used without restrictions as long as the oai identifier remains attached to it. http://www.cebc.cnrs.fr/publipdf/2007/LB144.pdf text 2007 ftciteseerx 2020-04-26T00:22:15Z Summary 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 the MLM-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. Text Antarc* Antarctic Antarctic Fur Seals Arctocephalus gazella Unknown Antarctic
institution Open Polar
collection Unknown
op_collection_id ftciteseerx
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description Summary 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 the MLM-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 The Pennsylvania State University CiteSeerX Archives
format Text
author Sebastián P Luque
Christophe Guinet
spellingShingle Sebastián P Luque
Christophe Guinet
A maximum likelihood approach for identifying dive bouts improves accuracy, precision and objectivity. Behaviour 144
author_facet Sebastián P Luque
Christophe Guinet
author_sort Sebastián P Luque
title A maximum likelihood approach for identifying dive bouts improves accuracy, precision and objectivity. Behaviour 144
title_short A maximum likelihood approach for identifying dive bouts improves accuracy, precision and objectivity. Behaviour 144
title_full A maximum likelihood approach for identifying dive bouts improves accuracy, precision and objectivity. Behaviour 144
title_fullStr A maximum likelihood approach for identifying dive bouts improves accuracy, precision and objectivity. Behaviour 144
title_full_unstemmed A maximum likelihood approach for identifying dive bouts improves accuracy, precision and objectivity. Behaviour 144
title_sort maximum likelihood approach for identifying dive bouts improves accuracy, precision and objectivity. behaviour 144
publishDate 2007
url http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.1071.3262
http://www.cebc.cnrs.fr/publipdf/2007/LB144.pdf
geographic Antarctic
geographic_facet Antarctic
genre Antarc*
Antarctic
Antarctic Fur Seals
Arctocephalus gazella
genre_facet Antarc*
Antarctic
Antarctic Fur Seals
Arctocephalus gazella
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http://www.cebc.cnrs.fr/publipdf/2007/LB144.pdf
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