Home range estimation under a restricted sampling scheme
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.
2023 | |
ANII: FCE_120191156054 | |
SET ESTIMATION HOME-RANGE ESTIMATION REFLECTED BROWNIAN MOTION WITH DRIFT STATIONARY DISTRIBUTION LEVEL |
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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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collection | COLIBRI |
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. |
dc.format.mimetype.es.fl_str_mv | application/pdf |
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 |
format | preprint |
id | COLIBRI_65bc3579322705e5e00ff099ec83db56 |
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 |
instacron_str | Universidad de la República |
institution | Universidad de la República |
instname_str | Universidad de la República |
language | eng |
language_invalid_str_mv | en |
network_acronym_str | COLIBRI |
network_name_str | COLIBRI |
oai_identifier_str | oai:colibri.udelar.edu.uy:20.500.12008/44357 |
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 |