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Is there a single best estimator? Selection of home range estimators using area-under-the-curve
BACKGROUND: Global positioning system (GPS) technology for monitoring home range and movements of wildlife has resulted in prohibitively large sample sizes of locations for traditional estimators of home range. We used area-under-the-curve to explore the fit of 8 estimators of home range to data col...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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BioMed Central
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4429481/ https://www.ncbi.nlm.nih.gov/pubmed/25973204 http://dx.doi.org/10.1186/s40462-015-0039-4 |
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author | Walter, W David Onorato, Dave P Fischer, Justin W |
author_facet | Walter, W David Onorato, Dave P Fischer, Justin W |
author_sort | Walter, W David |
collection | PubMed |
description | BACKGROUND: Global positioning system (GPS) technology for monitoring home range and movements of wildlife has resulted in prohibitively large sample sizes of locations for traditional estimators of home range. We used area-under-the-curve to explore the fit of 8 estimators of home range to data collected with both GPS and concurrent very high frequency (VHF) technology on a terrestrial mammal, the Florida panther Puma concolor coryi, to evaluate recently developed and traditional estimators. RESULTS: Area-under-the-curve was the highest for Florida panthers equipped with Global Positioning System (GPS) technology compared to VHF technology. For our study animal, estimators of home range that incorporated a temporal component to estimation performed better than traditional first- and second-generation estimators. CONCLUSIONS: Comparisons of fit of home range contours with locations collected would suggest that use of VHF technology is not as accurate as GPS technology to estimate size of home range for large mammals. Estimators of home range collected with GPS technology performed better than those estimated with VHF technology regardless of estimator used. Furthermore, estimators that incorporate a temporal component (third-generation estimators) appeared to be the most reliable regardless of whether kernel-based or Brownian bridge-based algorithms were used and in comparison to first- and second-generation estimators. We defined third-generation estimators of home range as any estimator that incorporates time, space, animal-specific parameters, and habitat. Such estimators would include movement-based kernel density, Brownian bridge movement models, and dynamic Brownian bridge movement models among others that have yet to be evaluated. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s40462-015-0039-4) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-4429481 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-44294812015-05-14 Is there a single best estimator? Selection of home range estimators using area-under-the-curve Walter, W David Onorato, Dave P Fischer, Justin W Mov Ecol Research BACKGROUND: Global positioning system (GPS) technology for monitoring home range and movements of wildlife has resulted in prohibitively large sample sizes of locations for traditional estimators of home range. We used area-under-the-curve to explore the fit of 8 estimators of home range to data collected with both GPS and concurrent very high frequency (VHF) technology on a terrestrial mammal, the Florida panther Puma concolor coryi, to evaluate recently developed and traditional estimators. RESULTS: Area-under-the-curve was the highest for Florida panthers equipped with Global Positioning System (GPS) technology compared to VHF technology. For our study animal, estimators of home range that incorporated a temporal component to estimation performed better than traditional first- and second-generation estimators. CONCLUSIONS: Comparisons of fit of home range contours with locations collected would suggest that use of VHF technology is not as accurate as GPS technology to estimate size of home range for large mammals. Estimators of home range collected with GPS technology performed better than those estimated with VHF technology regardless of estimator used. Furthermore, estimators that incorporate a temporal component (third-generation estimators) appeared to be the most reliable regardless of whether kernel-based or Brownian bridge-based algorithms were used and in comparison to first- and second-generation estimators. We defined third-generation estimators of home range as any estimator that incorporates time, space, animal-specific parameters, and habitat. Such estimators would include movement-based kernel density, Brownian bridge movement models, and dynamic Brownian bridge movement models among others that have yet to be evaluated. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s40462-015-0039-4) contains supplementary material, which is available to authorized users. BioMed Central 2015-04-16 /pmc/articles/PMC4429481/ /pubmed/25973204 http://dx.doi.org/10.1186/s40462-015-0039-4 Text en © Walter et al.; licensee BioMed Central. 2015 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly credited. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Walter, W David Onorato, Dave P Fischer, Justin W Is there a single best estimator? Selection of home range estimators using area-under-the-curve |
title | Is there a single best estimator? Selection of home range estimators using area-under-the-curve |
title_full | Is there a single best estimator? Selection of home range estimators using area-under-the-curve |
title_fullStr | Is there a single best estimator? Selection of home range estimators using area-under-the-curve |
title_full_unstemmed | Is there a single best estimator? Selection of home range estimators using area-under-the-curve |
title_short | Is there a single best estimator? Selection of home range estimators using area-under-the-curve |
title_sort | is there a single best estimator? selection of home range estimators using area-under-the-curve |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4429481/ https://www.ncbi.nlm.nih.gov/pubmed/25973204 http://dx.doi.org/10.1186/s40462-015-0039-4 |
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