Traditional versus multivariate methods for identifying jaguar, puma, and large canid tracks
- Autores
- de Angelo, Carlos Daniel; Paviolo, Agustin Javier; Di Bitetti, Mario Santiago
- Año de publicación
- 2010
- Idioma
- inglés
- Tipo de recurso
- artículo
- Estado
- versión publicada
- Descripción
- The jaguar (Panthera onca) and puma (Puma concolor) are the largest felids of the American Continent and live in sympatry along most of their distribution. Their tracks are frequently used for research and management purposes, but tracks are difficult to distinguish from each other and can be confused with those of big canids. We used tracks from pumas, jaguars, large dogs, and maned wolves (Chrysocyon brachyurus) to evaluate traditional qualitative and quantitative identification methods and to elaborate multivariate methods to differentiate big canids versus big felids and puma versus jaguar tracks (n=167 tracks from 18 zoos). We tested accuracy of qualitative classification through an identification exercise with field-experienced volunteers. Qualitative methods were useful but there was high variability in accuracy of track identification. Most of the traditional quantitative methods showed an elevated percentage of misclassified tracks (≥20). We used stepwise discriminant function analysis to develop 3 discriminant models: 1 for big canid versus big felid track identification and 2 alternative models for jaguar versus puma track differentiation using 1) best discriminant variables, and 2) size-independent variables. These models had high classification performance, with <10 of error in the validation procedures. We used simpler discriminant models in the elaboration of identification keys to facilitate track classification process. We developed an accurate method for track identification, capable of distinguishing between big felids (puma and jaguar) and large canids (dog and maned wolf) tracks and between jaguar and puma tracks. Application of our method will allow a more reliable use of tracks in puma and jaguar research and it will help managers using tracks as indicators of these felids' presence for conservation or management purposes.
Fil: de Angelo, Carlos Daniel. Asociación Civil Centro de Investigaciones del Bosque Atlántico; Argentina. Consejo Nacional de Investigaciones Científicas y Técnicas. Centro Científico Tecnológico Conicet - Nordeste; Argentina
Fil: Paviolo, Agustin Javier. Asociación Civil Centro de Investigaciones del Bosque Atlántico; Argentina. Consejo Nacional de Investigaciones Científicas y Técnicas. Centro Científico Tecnológico Conicet - Nordeste; Argentina
Fil: Di Bitetti, Mario Santiago. Asociación Civil Centro de Investigaciones del Bosque Atlántico; Argentina. Consejo Nacional de Investigaciones Científicas y Técnicas. Centro Científico Tecnológico Conicet - Nordeste; Argentina - Materia
-
CANIDS
DISCRIMINANT FUNCTION ANALYSIS
IDENTIFICATION KEYS
JAGUAR
PANTHERA ONCA
PUMA
PUMA CONCOLOR
TRACK DIFFERENTIATION - Nivel de accesibilidad
- acceso abierto
- Condiciones de uso
- https://creativecommons.org/licenses/by-nc-sa/2.5/ar/
- Repositorio
- Institución
- Consejo Nacional de Investigaciones Científicas y Técnicas
- OAI Identificador
- oai:ri.conicet.gov.ar:11336/216109
Ver los metadatos del registro completo
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oai:ri.conicet.gov.ar:11336/216109 |
network_acronym_str |
CONICETDig |
repository_id_str |
3498 |
network_name_str |
CONICET Digital (CONICET) |
spelling |
Traditional versus multivariate methods for identifying jaguar, puma, and large canid tracksde Angelo, Carlos DanielPaviolo, Agustin JavierDi Bitetti, Mario SantiagoCANIDSDISCRIMINANT FUNCTION ANALYSISIDENTIFICATION KEYSJAGUARPANTHERA ONCAPUMAPUMA CONCOLORTRACK DIFFERENTIATIONhttps://purl.org/becyt/ford/1.6https://purl.org/becyt/ford/1The jaguar (Panthera onca) and puma (Puma concolor) are the largest felids of the American Continent and live in sympatry along most of their distribution. Their tracks are frequently used for research and management purposes, but tracks are difficult to distinguish from each other and can be confused with those of big canids. We used tracks from pumas, jaguars, large dogs, and maned wolves (Chrysocyon brachyurus) to evaluate traditional qualitative and quantitative identification methods and to elaborate multivariate methods to differentiate big canids versus big felids and puma versus jaguar tracks (n=167 tracks from 18 zoos). We tested accuracy of qualitative classification through an identification exercise with field-experienced volunteers. Qualitative methods were useful but there was high variability in accuracy of track identification. Most of the traditional quantitative methods showed an elevated percentage of misclassified tracks (≥20). We used stepwise discriminant function analysis to develop 3 discriminant models: 1 for big canid versus big felid track identification and 2 alternative models for jaguar versus puma track differentiation using 1) best discriminant variables, and 2) size-independent variables. These models had high classification performance, with <10 of error in the validation procedures. We used simpler discriminant models in the elaboration of identification keys to facilitate track classification process. We developed an accurate method for track identification, capable of distinguishing between big felids (puma and jaguar) and large canids (dog and maned wolf) tracks and between jaguar and puma tracks. Application of our method will allow a more reliable use of tracks in puma and jaguar research and it will help managers using tracks as indicators of these felids' presence for conservation or management purposes.Fil: de Angelo, Carlos Daniel. Asociación Civil Centro de Investigaciones del Bosque Atlántico; Argentina. Consejo Nacional de Investigaciones Científicas y Técnicas. Centro Científico Tecnológico Conicet - Nordeste; ArgentinaFil: Paviolo, Agustin Javier. Asociación Civil Centro de Investigaciones del Bosque Atlántico; Argentina. Consejo Nacional de Investigaciones Científicas y Técnicas. Centro Científico Tecnológico Conicet - Nordeste; ArgentinaFil: Di Bitetti, Mario Santiago. Asociación Civil Centro de Investigaciones del Bosque Atlántico; Argentina. Consejo Nacional de Investigaciones Científicas y Técnicas. Centro Científico Tecnológico Conicet - Nordeste; ArgentinaWildlife Society2010-05info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionhttp://purl.org/coar/resource_type/c_6501info:ar-repo/semantics/articuloapplication/pdfapplication/pdfapplication/pdfhttp://hdl.handle.net/11336/216109de Angelo, Carlos Daniel; Paviolo, Agustin Javier; Di Bitetti, Mario Santiago; Traditional versus multivariate methods for identifying jaguar, puma, and large canid tracks; Wildlife Society; Journal of Wildlife Management; 74; 5; 5-2010; 1141-11510022-541XCONICET DigitalCONICETenginfo:eu-repo/semantics/altIdentifier/url/https://bioone.org/journals/journal-of-wildlife-management/volume-74/issue-5/2009-293/Traditional-Versus-Multivariate-Methods-for-Identifying-Jaguar-Puma-and-Large/10.2193/2009-293.shortinfo:eu-repo/semantics/altIdentifier/doi/10.2193/2009-293info:eu-repo/semantics/openAccesshttps://creativecommons.org/licenses/by-nc-sa/2.5/ar/reponame:CONICET Digital (CONICET)instname:Consejo Nacional de Investigaciones Científicas y Técnicas2025-09-10T13:12:28Zoai:ri.conicet.gov.ar:11336/216109instacron:CONICETInstitucionalhttp://ri.conicet.gov.ar/Organismo científico-tecnológicoNo correspondehttp://ri.conicet.gov.ar/oai/requestdasensio@conicet.gov.ar; lcarlino@conicet.gov.arArgentinaNo correspondeNo correspondeNo correspondeopendoar:34982025-09-10 13:12:29.214CONICET Digital (CONICET) - Consejo Nacional de Investigaciones Científicas y Técnicasfalse |
dc.title.none.fl_str_mv |
Traditional versus multivariate methods for identifying jaguar, puma, and large canid tracks |
title |
Traditional versus multivariate methods for identifying jaguar, puma, and large canid tracks |
spellingShingle |
Traditional versus multivariate methods for identifying jaguar, puma, and large canid tracks de Angelo, Carlos Daniel CANIDS DISCRIMINANT FUNCTION ANALYSIS IDENTIFICATION KEYS JAGUAR PANTHERA ONCA PUMA PUMA CONCOLOR TRACK DIFFERENTIATION |
title_short |
Traditional versus multivariate methods for identifying jaguar, puma, and large canid tracks |
title_full |
Traditional versus multivariate methods for identifying jaguar, puma, and large canid tracks |
title_fullStr |
Traditional versus multivariate methods for identifying jaguar, puma, and large canid tracks |
title_full_unstemmed |
Traditional versus multivariate methods for identifying jaguar, puma, and large canid tracks |
title_sort |
Traditional versus multivariate methods for identifying jaguar, puma, and large canid tracks |
dc.creator.none.fl_str_mv |
de Angelo, Carlos Daniel Paviolo, Agustin Javier Di Bitetti, Mario Santiago |
author |
de Angelo, Carlos Daniel |
author_facet |
de Angelo, Carlos Daniel Paviolo, Agustin Javier Di Bitetti, Mario Santiago |
author_role |
author |
author2 |
Paviolo, Agustin Javier Di Bitetti, Mario Santiago |
author2_role |
author author |
dc.subject.none.fl_str_mv |
CANIDS DISCRIMINANT FUNCTION ANALYSIS IDENTIFICATION KEYS JAGUAR PANTHERA ONCA PUMA PUMA CONCOLOR TRACK DIFFERENTIATION |
topic |
CANIDS DISCRIMINANT FUNCTION ANALYSIS IDENTIFICATION KEYS JAGUAR PANTHERA ONCA PUMA PUMA CONCOLOR TRACK DIFFERENTIATION |
purl_subject.fl_str_mv |
https://purl.org/becyt/ford/1.6 https://purl.org/becyt/ford/1 |
dc.description.none.fl_txt_mv |
The jaguar (Panthera onca) and puma (Puma concolor) are the largest felids of the American Continent and live in sympatry along most of their distribution. Their tracks are frequently used for research and management purposes, but tracks are difficult to distinguish from each other and can be confused with those of big canids. We used tracks from pumas, jaguars, large dogs, and maned wolves (Chrysocyon brachyurus) to evaluate traditional qualitative and quantitative identification methods and to elaborate multivariate methods to differentiate big canids versus big felids and puma versus jaguar tracks (n=167 tracks from 18 zoos). We tested accuracy of qualitative classification through an identification exercise with field-experienced volunteers. Qualitative methods were useful but there was high variability in accuracy of track identification. Most of the traditional quantitative methods showed an elevated percentage of misclassified tracks (≥20). We used stepwise discriminant function analysis to develop 3 discriminant models: 1 for big canid versus big felid track identification and 2 alternative models for jaguar versus puma track differentiation using 1) best discriminant variables, and 2) size-independent variables. These models had high classification performance, with <10 of error in the validation procedures. We used simpler discriminant models in the elaboration of identification keys to facilitate track classification process. We developed an accurate method for track identification, capable of distinguishing between big felids (puma and jaguar) and large canids (dog and maned wolf) tracks and between jaguar and puma tracks. Application of our method will allow a more reliable use of tracks in puma and jaguar research and it will help managers using tracks as indicators of these felids' presence for conservation or management purposes. Fil: de Angelo, Carlos Daniel. Asociación Civil Centro de Investigaciones del Bosque Atlántico; Argentina. Consejo Nacional de Investigaciones Científicas y Técnicas. Centro Científico Tecnológico Conicet - Nordeste; Argentina Fil: Paviolo, Agustin Javier. Asociación Civil Centro de Investigaciones del Bosque Atlántico; Argentina. Consejo Nacional de Investigaciones Científicas y Técnicas. Centro Científico Tecnológico Conicet - Nordeste; Argentina Fil: Di Bitetti, Mario Santiago. Asociación Civil Centro de Investigaciones del Bosque Atlántico; Argentina. Consejo Nacional de Investigaciones Científicas y Técnicas. Centro Científico Tecnológico Conicet - Nordeste; Argentina |
description |
The jaguar (Panthera onca) and puma (Puma concolor) are the largest felids of the American Continent and live in sympatry along most of their distribution. Their tracks are frequently used for research and management purposes, but tracks are difficult to distinguish from each other and can be confused with those of big canids. We used tracks from pumas, jaguars, large dogs, and maned wolves (Chrysocyon brachyurus) to evaluate traditional qualitative and quantitative identification methods and to elaborate multivariate methods to differentiate big canids versus big felids and puma versus jaguar tracks (n=167 tracks from 18 zoos). We tested accuracy of qualitative classification through an identification exercise with field-experienced volunteers. Qualitative methods were useful but there was high variability in accuracy of track identification. Most of the traditional quantitative methods showed an elevated percentage of misclassified tracks (≥20). We used stepwise discriminant function analysis to develop 3 discriminant models: 1 for big canid versus big felid track identification and 2 alternative models for jaguar versus puma track differentiation using 1) best discriminant variables, and 2) size-independent variables. These models had high classification performance, with <10 of error in the validation procedures. We used simpler discriminant models in the elaboration of identification keys to facilitate track classification process. We developed an accurate method for track identification, capable of distinguishing between big felids (puma and jaguar) and large canids (dog and maned wolf) tracks and between jaguar and puma tracks. Application of our method will allow a more reliable use of tracks in puma and jaguar research and it will help managers using tracks as indicators of these felids' presence for conservation or management purposes. |
publishDate |
2010 |
dc.date.none.fl_str_mv |
2010-05 |
dc.type.none.fl_str_mv |
info:eu-repo/semantics/article info:eu-repo/semantics/publishedVersion http://purl.org/coar/resource_type/c_6501 info:ar-repo/semantics/articulo |
format |
article |
status_str |
publishedVersion |
dc.identifier.none.fl_str_mv |
http://hdl.handle.net/11336/216109 de Angelo, Carlos Daniel; Paviolo, Agustin Javier; Di Bitetti, Mario Santiago; Traditional versus multivariate methods for identifying jaguar, puma, and large canid tracks; Wildlife Society; Journal of Wildlife Management; 74; 5; 5-2010; 1141-1151 0022-541X CONICET Digital CONICET |
url |
http://hdl.handle.net/11336/216109 |
identifier_str_mv |
de Angelo, Carlos Daniel; Paviolo, Agustin Javier; Di Bitetti, Mario Santiago; Traditional versus multivariate methods for identifying jaguar, puma, and large canid tracks; Wildlife Society; Journal of Wildlife Management; 74; 5; 5-2010; 1141-1151 0022-541X CONICET Digital CONICET |
dc.language.none.fl_str_mv |
eng |
language |
eng |
dc.relation.none.fl_str_mv |
info:eu-repo/semantics/altIdentifier/url/https://bioone.org/journals/journal-of-wildlife-management/volume-74/issue-5/2009-293/Traditional-Versus-Multivariate-Methods-for-Identifying-Jaguar-Puma-and-Large/10.2193/2009-293.short info:eu-repo/semantics/altIdentifier/doi/10.2193/2009-293 |
dc.rights.none.fl_str_mv |
info:eu-repo/semantics/openAccess https://creativecommons.org/licenses/by-nc-sa/2.5/ar/ |
eu_rights_str_mv |
openAccess |
rights_invalid_str_mv |
https://creativecommons.org/licenses/by-nc-sa/2.5/ar/ |
dc.format.none.fl_str_mv |
application/pdf application/pdf application/pdf |
dc.publisher.none.fl_str_mv |
Wildlife Society |
publisher.none.fl_str_mv |
Wildlife Society |
dc.source.none.fl_str_mv |
reponame:CONICET Digital (CONICET) instname:Consejo Nacional de Investigaciones Científicas y Técnicas |
reponame_str |
CONICET Digital (CONICET) |
collection |
CONICET Digital (CONICET) |
instname_str |
Consejo Nacional de Investigaciones Científicas y Técnicas |
repository.name.fl_str_mv |
CONICET Digital (CONICET) - Consejo Nacional de Investigaciones Científicas y Técnicas |
repository.mail.fl_str_mv |
dasensio@conicet.gov.ar; lcarlino@conicet.gov.ar |
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1842980651231346688 |
score |
12.993085 |