Joint species movement modeling: how do traits influence movements?

Detalhes bibliográficos
Autor(a) principal: Ovaskainen, Otso
Data de Publicação: 2019
Outros Autores: Ramos, Danielle Leal [UNESP], Slade, Eleanor M., Merckx, Thomas, Tikhonov, Gleb, Pennanen, Juho, Pizo, Marco Aurélio [UNESP], Ribeiro, Milton Cezar [UNESP], Morales, Juan Manuel
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Institucional da UNESP
Texto Completo: http://dx.doi.org/10.1002/ecy.2622
http://hdl.handle.net/11449/190243
Resumo: Joint species distribution modeling has enabled researchers to move from species-level to community-level analyses, leading to statistically more efficient and ecologically more informative use of data. Here, we propose joint species movement modeling (JSMM) as an analogous approach that enables inferring both species- and community-level movement parameters from multispecies movement data. The species-level movement parameters are modeled as a function of species traits and phylogenetic relationships, allowing one to ask how species traits influence movements, and whether phylogenetically related species are similar in their movement behavior. We illustrate the modeling framework with two contrasting case studies: a stochastic redistribution model for direct observations of bird movements and a spatially structured diffusion model for capture–recapture data on moth movements. In both cases, the JSMM identified several traits that explain differences in movement behavior among species, such as movement rate increasing with body size in both birds and moths. We show with simulations that the JSMM approach increases precision of species-specific parameter estimates by borrowing information from other species that are closely related or have similar traits. The JSMM framework is applicable for many kinds of data, and it facilitates a mechanistic understanding of the causes and consequences of interspecific variation in movement behavior.
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spelling Joint species movement modeling: how do traits influence movements?birdscommunity modelhierarchical modeljoint species modelmothsmovement modelstatistical modelJoint species distribution modeling has enabled researchers to move from species-level to community-level analyses, leading to statistically more efficient and ecologically more informative use of data. Here, we propose joint species movement modeling (JSMM) as an analogous approach that enables inferring both species- and community-level movement parameters from multispecies movement data. The species-level movement parameters are modeled as a function of species traits and phylogenetic relationships, allowing one to ask how species traits influence movements, and whether phylogenetically related species are similar in their movement behavior. We illustrate the modeling framework with two contrasting case studies: a stochastic redistribution model for direct observations of bird movements and a spatially structured diffusion model for capture–recapture data on moth movements. In both cases, the JSMM identified several traits that explain differences in movement behavior among species, such as movement rate increasing with body size in both birds and moths. We show with simulations that the JSMM approach increases precision of species-specific parameter estimates by borrowing information from other species that are closely related or have similar traits. The JSMM framework is applicable for many kinds of data, and it facilitates a mechanistic understanding of the causes and consequences of interspecific variation in movement behavior.Norges ForskningsrådAcademy of FinlandOrganismal and Evolutionary Biology Research Programme University of Helsinki, P.O. Box 65Department of Biology Centre for Biodiversity Dynamics Norwegian University of Science and TechnologyDepartamento de Ecologia Instituto de Biociências Universidade Estadual Paulista (UNESP)Department of Zoology University of Oxford, South Parks RoadBehavioural Ecology and Conservation Group Biodiversity Research Centre Earth and Life Institute UCLouvain, Croix du Sud 4-5, bte L7.07.04Departamento de Zoologia Instituto de Biociências Universidade Estadual Paulista (Unesp)Grupo de Ecología Cuantitativa INIBIOMA-CRUB CONICET, Avenida Pioneros 2350, S.C. de BarilocheDepartamento de Ecologia Instituto de Biociências Universidade Estadual Paulista (UNESP)Departamento de Zoologia Instituto de Biociências Universidade Estadual Paulista (Unesp)Norges Forskningsråd: 223257Academy of Finland: 273253Academy of Finland: 284601Academy of Finland: 309581University of HelsinkiNorwegian University of Science and TechnologyUniversidade Estadual Paulista (Unesp)University of OxfordUCLouvainCONICETOvaskainen, OtsoRamos, Danielle Leal [UNESP]Slade, Eleanor M.Merckx, ThomasTikhonov, GlebPennanen, JuhoPizo, Marco Aurélio [UNESP]Ribeiro, Milton Cezar [UNESP]Morales, Juan Manuel2019-10-06T17:06:53Z2019-10-06T17:06:53Z2019-04-01info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articlehttp://dx.doi.org/10.1002/ecy.2622Ecology, v. 100, n. 4, 2019.0012-9658http://hdl.handle.net/11449/19024310.1002/ecy.26222-s2.0-850636900594158685235743119Scopusreponame:Repositório Institucional da UNESPinstname:Universidade Estadual Paulista (UNESP)instacron:UNESPengEcologyinfo:eu-repo/semantics/openAccess2021-10-23T10:18:41Zoai:repositorio.unesp.br:11449/190243Repositório InstitucionalPUBhttp://repositorio.unesp.br/oai/requestopendoar:29462024-08-05T18:02:14.793085Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)false
dc.title.none.fl_str_mv Joint species movement modeling: how do traits influence movements?
title Joint species movement modeling: how do traits influence movements?
spellingShingle Joint species movement modeling: how do traits influence movements?
Ovaskainen, Otso
birds
community model
hierarchical model
joint species model
moths
movement model
statistical model
title_short Joint species movement modeling: how do traits influence movements?
title_full Joint species movement modeling: how do traits influence movements?
title_fullStr Joint species movement modeling: how do traits influence movements?
title_full_unstemmed Joint species movement modeling: how do traits influence movements?
title_sort Joint species movement modeling: how do traits influence movements?
author Ovaskainen, Otso
author_facet Ovaskainen, Otso
Ramos, Danielle Leal [UNESP]
Slade, Eleanor M.
Merckx, Thomas
Tikhonov, Gleb
Pennanen, Juho
Pizo, Marco Aurélio [UNESP]
Ribeiro, Milton Cezar [UNESP]
Morales, Juan Manuel
author_role author
author2 Ramos, Danielle Leal [UNESP]
Slade, Eleanor M.
Merckx, Thomas
Tikhonov, Gleb
Pennanen, Juho
Pizo, Marco Aurélio [UNESP]
Ribeiro, Milton Cezar [UNESP]
Morales, Juan Manuel
author2_role author
author
author
author
author
author
author
author
dc.contributor.none.fl_str_mv University of Helsinki
Norwegian University of Science and Technology
Universidade Estadual Paulista (Unesp)
University of Oxford
UCLouvain
CONICET
dc.contributor.author.fl_str_mv Ovaskainen, Otso
Ramos, Danielle Leal [UNESP]
Slade, Eleanor M.
Merckx, Thomas
Tikhonov, Gleb
Pennanen, Juho
Pizo, Marco Aurélio [UNESP]
Ribeiro, Milton Cezar [UNESP]
Morales, Juan Manuel
dc.subject.por.fl_str_mv birds
community model
hierarchical model
joint species model
moths
movement model
statistical model
topic birds
community model
hierarchical model
joint species model
moths
movement model
statistical model
description Joint species distribution modeling has enabled researchers to move from species-level to community-level analyses, leading to statistically more efficient and ecologically more informative use of data. Here, we propose joint species movement modeling (JSMM) as an analogous approach that enables inferring both species- and community-level movement parameters from multispecies movement data. The species-level movement parameters are modeled as a function of species traits and phylogenetic relationships, allowing one to ask how species traits influence movements, and whether phylogenetically related species are similar in their movement behavior. We illustrate the modeling framework with two contrasting case studies: a stochastic redistribution model for direct observations of bird movements and a spatially structured diffusion model for capture–recapture data on moth movements. In both cases, the JSMM identified several traits that explain differences in movement behavior among species, such as movement rate increasing with body size in both birds and moths. We show with simulations that the JSMM approach increases precision of species-specific parameter estimates by borrowing information from other species that are closely related or have similar traits. The JSMM framework is applicable for many kinds of data, and it facilitates a mechanistic understanding of the causes and consequences of interspecific variation in movement behavior.
publishDate 2019
dc.date.none.fl_str_mv 2019-10-06T17:06:53Z
2019-10-06T17:06:53Z
2019-04-01
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://dx.doi.org/10.1002/ecy.2622
Ecology, v. 100, n. 4, 2019.
0012-9658
http://hdl.handle.net/11449/190243
10.1002/ecy.2622
2-s2.0-85063690059
4158685235743119
url http://dx.doi.org/10.1002/ecy.2622
http://hdl.handle.net/11449/190243
identifier_str_mv Ecology, v. 100, n. 4, 2019.
0012-9658
10.1002/ecy.2622
2-s2.0-85063690059
4158685235743119
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Ecology
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.source.none.fl_str_mv Scopus
reponame:Repositório Institucional da UNESP
instname:Universidade Estadual Paulista (UNESP)
instacron:UNESP
instname_str Universidade Estadual Paulista (UNESP)
instacron_str UNESP
institution UNESP
reponame_str Repositório Institucional da UNESP
collection Repositório Institucional da UNESP
repository.name.fl_str_mv Repositório Institucional da UNESP - Universidade Estadual Paulista (UNESP)
repository.mail.fl_str_mv
_version_ 1808128887092150272