Home range estimation under a restricted sampling scheme

Cholaquidis, Alejandro - Fraiman, Ricardo - Hernandez-Banadik, Manuel

Resumen:

The analysis of animal movement has gained attention recently. New continuous-time models and statistical methods have been developed to estimate some sets related to their movements, such as the home-range and the core-area among others, when the information of the trajectory is provided by a GPS. Because data transfer costs and GPS battery life are practical constraints in ecological studies, the experimental designer must make critical sampling decisions in order to maximize information. To capture fine-scale motion, long-term behavior must be sacrificed, and vice versa. To overcome this limitation, we introduce the on--off sampling scheme, where the GPS is alternately on and off. This scheme is already used in practice but with insufficient statistical theoretical support. We prove the consistency of home-range estimators with an underlying reflected diffusion model under this sampling method (in terms of the Hausdorff distance). The same rate of convergence is achieved as in the case where the GPS is always on for the whole experiment. This is illustrated by a simulation study and real data. We also provide estimators of the stationary distribution, its level sets (which give estimators of the core area), and the drift function.


Detalles Bibliográficos
2023
ANII: FCE_120191156054
SET ESTIMATION
HOME-RANGE ESTIMATION
REFLECTED BROWNIAN MOTION WITH DRIFT
STATIONARY DISTRIBUTION LEVEL
Inglés
Universidad de la República
COLIBRI
https://hdl.handle.net/20.500.12008/44357
Acceso abierto
Licencia Creative Commons Atribución - No Comercial - Sin Derivadas (CC - By-NC-ND 4.0)
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author Cholaquidis, Alejandro
author2 Fraiman, Ricardo
Hernandez-Banadik, Manuel
author2_role author
author
author_facet Cholaquidis, Alejandro
Fraiman, Ricardo
Hernandez-Banadik, Manuel
author_role author
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dc.contributor.filiacion.none.fl_str_mv Cholaquidis Alejandro, Universidad de la República (Uruguay). Facultad de Ciencias. Centro de Matemática.
Fraiman Ricardo, Universidad de la República (Uruguay). Facultad de Ciencias. Centro de Matemática.
Hernandez-Banadik Manuel, Universidad de la República (Uruguay). Facultad de Ciencias Económicas y de Administración
dc.creator.none.fl_str_mv Cholaquidis, Alejandro
Fraiman, Ricardo
Hernandez-Banadik, Manuel
dc.date.accessioned.none.fl_str_mv 2024-06-12T16:42:10Z
dc.date.available.none.fl_str_mv 2024-06-12T16:42:10Z
dc.date.issued.none.fl_str_mv 2023
dc.description.abstract.none.fl_txt_mv The analysis of animal movement has gained attention recently. New continuous-time models and statistical methods have been developed to estimate some sets related to their movements, such as the home-range and the core-area among others, when the information of the trajectory is provided by a GPS. Because data transfer costs and GPS battery life are practical constraints in ecological studies, the experimental designer must make critical sampling decisions in order to maximize information. To capture fine-scale motion, long-term behavior must be sacrificed, and vice versa. To overcome this limitation, we introduce the on--off sampling scheme, where the GPS is alternately on and off. This scheme is already used in practice but with insufficient statistical theoretical support. We prove the consistency of home-range estimators with an underlying reflected diffusion model under this sampling method (in terms of the Hausdorff distance). The same rate of convergence is achieved as in the case where the GPS is always on for the whole experiment. This is illustrated by a simulation study and real data. We also provide estimators of the stationary distribution, its level sets (which give estimators of the core area), and the drift function.
dc.description.es.fl_txt_mv Versión permitida preprint.
Publicado también en: Journal of Nonparametric Statistics, 2023, DOI: 10.1080/10485252.2023.2280003.
dc.description.sponsorship.none.fl_txt_mv ANII: FCE_120191156054
dc.format.extent.es.fl_str_mv 27 p.
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dc.identifier.citation.es.fl_str_mv Cholaquidis, A y Fraiman, R. "Home range estimation under a restricted sampling scheme" [Preprint]. Publicado en: Mathematics (Statistics Theory). 2023, arXiv.2106.02035, Sep 2023, pp. 1-27. DOI: arXiv:2106.02035
dc.identifier.doi.none.fl_str_mv arXiv:2106.02035
dc.identifier.uri.none.fl_str_mv https://hdl.handle.net/20.500.12008/44357
dc.language.iso.none.fl_str_mv en
eng
dc.publisher.es.fl_str_mv arXiv
dc.relation.ispartof.es.fl_str_mv Mathematics (Statistics Theory), arXiv.2106.02035, Sep 2023, pp. 1-27
dc.rights.license.none.fl_str_mv Licencia Creative Commons Atribución - No Comercial - Sin Derivadas (CC - By-NC-ND 4.0)
dc.rights.none.fl_str_mv info:eu-repo/semantics/openAccess
dc.source.none.fl_str_mv reponame:COLIBRI
instname:Universidad de la República
instacron:Universidad de la República
dc.subject.other.es.fl_str_mv SET ESTIMATION
HOME-RANGE ESTIMATION
REFLECTED BROWNIAN MOTION WITH DRIFT
STATIONARY DISTRIBUTION LEVEL
dc.title.none.fl_str_mv Home range estimation under a restricted sampling scheme
dc.type.es.fl_str_mv Preprint
dc.type.none.fl_str_mv info:eu-repo/semantics/preprint
dc.type.version.none.fl_str_mv info:eu-repo/semantics/submittedVersion
description Versión permitida preprint.
eu_rights_str_mv openAccess
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identifier_str_mv Cholaquidis, A y Fraiman, R. "Home range estimation under a restricted sampling scheme" [Preprint]. Publicado en: Mathematics (Statistics Theory). 2023, arXiv.2106.02035, Sep 2023, pp. 1-27. DOI: arXiv:2106.02035
arXiv:2106.02035
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institution Universidad de la República
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publishDate 2023
reponame_str COLIBRI
repository.mail.fl_str_mv mabel.seroubian@seciu.edu.uy
repository.name.fl_str_mv COLIBRI - Universidad de la República
repository_id_str 4771
rights_invalid_str_mv Licencia Creative Commons Atribución - No Comercial - Sin Derivadas (CC - By-NC-ND 4.0)
spelling Cholaquidis Alejandro, Universidad de la República (Uruguay). Facultad de Ciencias. Centro de Matemática.Fraiman Ricardo, Universidad de la República (Uruguay). Facultad de Ciencias. Centro de Matemática.Hernandez-Banadik Manuel, Universidad de la República (Uruguay). Facultad de Ciencias Económicas y de Administración2024-06-12T16:42:10Z2024-06-12T16:42:10Z2023Cholaquidis, A y Fraiman, R. "Home range estimation under a restricted sampling scheme" [Preprint]. Publicado en: Mathematics (Statistics Theory). 2023, arXiv.2106.02035, Sep 2023, pp. 1-27. DOI: arXiv:2106.02035https://hdl.handle.net/20.500.12008/44357arXiv:2106.02035Versión permitida preprint.Publicado también en: Journal of Nonparametric Statistics, 2023, DOI: 10.1080/10485252.2023.2280003.The analysis of animal movement has gained attention recently. New continuous-time models and statistical methods have been developed to estimate some sets related to their movements, such as the home-range and the core-area among others, when the information of the trajectory is provided by a GPS. Because data transfer costs and GPS battery life are practical constraints in ecological studies, the experimental designer must make critical sampling decisions in order to maximize information. To capture fine-scale motion, long-term behavior must be sacrificed, and vice versa. To overcome this limitation, we introduce the on--off sampling scheme, where the GPS is alternately on and off. This scheme is already used in practice but with insufficient statistical theoretical support. We prove the consistency of home-range estimators with an underlying reflected diffusion model under this sampling method (in terms of the Hausdorff distance). The same rate of convergence is achieved as in the case where the GPS is always on for the whole experiment. This is illustrated by a simulation study and real data. We also provide estimators of the stationary distribution, its level sets (which give estimators of the core area), and the drift function.Submitted by Egaña Florencia (florega@gmail.com) on 2024-06-10T21:10:21Z No. of bitstreams: 2 license_rdf: 25790 bytes, checksum: 489f03e71d39068f329bdec8798bce58 (MD5) 2106.02035v3.pdf: 2976252 bytes, checksum: 901208d0f0413d026e5a16a487195260 (MD5)Approved for entry into archive by Faget Cecilia (lfaget@fcien.edu.uy) on 2024-06-11T11:06:18Z (GMT) No. of bitstreams: 2 license_rdf: 25790 bytes, checksum: 489f03e71d39068f329bdec8798bce58 (MD5) 2106.02035v3.pdf: 2976252 bytes, checksum: 901208d0f0413d026e5a16a487195260 (MD5)Made available in DSpace by Luna Fabiana (fabiana.luna@seciu.edu.uy) on 2024-06-12T16:42:10Z (GMT). No. of bitstreams: 2 license_rdf: 25790 bytes, checksum: 489f03e71d39068f329bdec8798bce58 (MD5) 2106.02035v3.pdf: 2976252 bytes, checksum: 901208d0f0413d026e5a16a487195260 (MD5) Previous issue date: 2023ANII: FCE_12019115605427 p.application/pdfenengarXivMathematics (Statistics Theory), arXiv.2106.02035, Sep 2023, pp. 1-27Las obras depositadas en el Repositorio se rigen por la Ordenanza de los Derechos de la Propiedad Intelectual de la Universidad de la República.(Res. Nº 91 de C.D.C. de 8/III/1994 – D.O. 7/IV/1994) y por la Ordenanza del Repositorio Abierto de la Universidad de la República (Res. Nº 16 de C.D.C. de 07/10/2014)info:eu-repo/semantics/openAccessLicencia Creative Commons Atribución - No Comercial - Sin Derivadas (CC - By-NC-ND 4.0)SET ESTIMATIONHOME-RANGE ESTIMATIONREFLECTED BROWNIAN MOTION WITH DRIFTSTATIONARY DISTRIBUTION LEVELHome range estimation under a restricted sampling schemePreprintinfo:eu-repo/semantics/preprintinfo:eu-repo/semantics/submittedVersionreponame:COLIBRIinstname:Universidad de la Repúblicainstacron:Universidad de la RepúblicaCholaquidis, AlejandroFraiman, RicardoHernandez-Banadik, ManuelLICENSElicense.txtlicense.txttext/plain; charset=utf-84267http://localhost:8080/xmlui/bitstream/20.500.12008/44357/5/license.txt6429389a7df7277b72b7924fdc7d47a9MD55CC-LICENSElicense_urllicense_urltext/plain; charset=utf-850http://localhost:8080/xmlui/bitstream/20.500.12008/44357/2/license_urla006180e3f5b2ad0b88185d14284c0e0MD52license_textlicense_texttext/html; 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- Universidad de la Repúblicafalse
spellingShingle Home range estimation under a restricted sampling scheme
Cholaquidis, Alejandro
SET ESTIMATION
HOME-RANGE ESTIMATION
REFLECTED BROWNIAN MOTION WITH DRIFT
STATIONARY DISTRIBUTION LEVEL
status_str submittedVersion
title Home range estimation under a restricted sampling scheme
title_full Home range estimation under a restricted sampling scheme
title_fullStr Home range estimation under a restricted sampling scheme
title_full_unstemmed Home range estimation under a restricted sampling scheme
title_short Home range estimation under a restricted sampling scheme
title_sort Home range estimation under a restricted sampling scheme
topic SET ESTIMATION
HOME-RANGE ESTIMATION
REFLECTED BROWNIAN MOTION WITH DRIFT
STATIONARY DISTRIBUTION LEVEL
url https://hdl.handle.net/20.500.12008/44357