| Registro completo |
| Provedor de dados: |
ArchiMer
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| País: |
France
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| Título: |
Uncovering ecological state dynamics with hidden Markov models
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| Autores: |
Mcclintock, Brett T.
Langrock, Roland
Gimenez, Olivier
Cam, Emmanuelle
Borchers, David L.
Glennie, Richard
Patterson, Toby A.
Coulson, Tim
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| Data: |
2020-12
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| Ano: |
2020
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| Palavras-chave: |
Behavioural ecology
Community ecology
Ecosystem ecology
Hierarchical model
Movement ecology
Observation error
Population ecology
State-space model
Time series
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| Resumo: |
Ecological systems can often be characterised by changes among a finite set of underlying states pertaining to individuals, populations, communities or entire ecosystems through time. Owing to the inherent difficulty of empirical field studies, ecological state dynamics operating at any level of this hierarchy can often be unobservable or ‘hidden’. Ecologists must therefore often contend with incomplete or indirect observations that are somehow related to these underlying processes. By formally disentangling state and observation processes based on simple yet powerful mathematical properties that can be used to describe many ecological phenomena, hidden Markov models (HMMs) can facilitate inferences about complex system state dynamics that might otherwise be intractable. However, HMMs have only recently begun to gain traction within the broader ecological community. We provide a gentle introduction to HMMs, establish some common terminology, review the immense scope of HMMs for applied ecological research and provide a tutorial on implementation and interpretation. By illustrating how practitioners can use a simple conceptual template to customise HMMs for their specific systems of interest, revealing methodological links between existing applications, and highlighting some practical considerations and limitations of these approaches, our goal is to help establish HMMs as a fundamental inferential tool for ecologists.
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| Tipo: |
Text
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| Idioma: |
Inglês
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| Identificador: |
https://archimer.ifremer.fr/doc/00655/76692/77831.pdf
https://archimer.ifremer.fr/doc/00655/76692/77832.pdf
https://archimer.ifremer.fr/doc/00655/76692/77833.pdf
DOI:10.1111/ele.13610
https://archimer.ifremer.fr/doc/00655/76692/
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| Editor: |
Wiley
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| Formato: |
application/pdf
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| Fonte: |
Ecology Letters (1461-023X) (Wiley), 2020-12 , Vol. 23 , N. 12 , P. 1878-1903
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| Direitos: |
info:eu-repo/semantics/openAccess
restricted use
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