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Visualizing uncertainty in habitat suitability models with the hyper‐envelope modeling interface, version 2

Habitat suitability models (HSMs) are popular and used for a wide variety of applications but most do not include analysis of the uncertainty of the model outputs. Additionally, some overfit the data and few allow the ability to fill data gaps with expert opinion. HEMI 1 addressed issues with overfi...

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Detalles Bibliográficos
Autores principales: Graham, James, Kimble, Melissa
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6342178/
https://www.ncbi.nlm.nih.gov/pubmed/30680111
http://dx.doi.org/10.1002/ece3.4720
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author Graham, James
Kimble, Melissa
author_facet Graham, James
Kimble, Melissa
author_sort Graham, James
collection PubMed
description Habitat suitability models (HSMs) are popular and used for a wide variety of applications but most do not include analysis of the uncertainty of the model outputs. Additionally, some overfit the data and few allow the ability to fill data gaps with expert opinion. HEMI 1 addressed issues with overfitting data and allowed models to incorporate both occurrence data and expert opinion. HEMI 2 improves on HEMI 1 with a simplified interface and the ability to inject random noise into occurrence locations and environmental variable values to generate uncertainty maps. HEMI 2 uses Monte Carlo methods to perform uncertainty, validation, and sensitivity testing and generates mean and standard deviation habitat suitability maps.
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spelling pubmed-63421782019-01-24 Visualizing uncertainty in habitat suitability models with the hyper‐envelope modeling interface, version 2 Graham, James Kimble, Melissa Ecol Evol Original Research Habitat suitability models (HSMs) are popular and used for a wide variety of applications but most do not include analysis of the uncertainty of the model outputs. Additionally, some overfit the data and few allow the ability to fill data gaps with expert opinion. HEMI 1 addressed issues with overfitting data and allowed models to incorporate both occurrence data and expert opinion. HEMI 2 improves on HEMI 1 with a simplified interface and the ability to inject random noise into occurrence locations and environmental variable values to generate uncertainty maps. HEMI 2 uses Monte Carlo methods to perform uncertainty, validation, and sensitivity testing and generates mean and standard deviation habitat suitability maps. John Wiley and Sons Inc. 2018-12-18 /pmc/articles/PMC6342178/ /pubmed/30680111 http://dx.doi.org/10.1002/ece3.4720 Text en © 2018 The Authors. Ecology and Evolution published by John Wiley & Sons Ltd. This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited.
spellingShingle Original Research
Graham, James
Kimble, Melissa
Visualizing uncertainty in habitat suitability models with the hyper‐envelope modeling interface, version 2
title Visualizing uncertainty in habitat suitability models with the hyper‐envelope modeling interface, version 2
title_full Visualizing uncertainty in habitat suitability models with the hyper‐envelope modeling interface, version 2
title_fullStr Visualizing uncertainty in habitat suitability models with the hyper‐envelope modeling interface, version 2
title_full_unstemmed Visualizing uncertainty in habitat suitability models with the hyper‐envelope modeling interface, version 2
title_short Visualizing uncertainty in habitat suitability models with the hyper‐envelope modeling interface, version 2
title_sort visualizing uncertainty in habitat suitability models with the hyper‐envelope modeling interface, version 2
topic Original Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6342178/
https://www.ncbi.nlm.nih.gov/pubmed/30680111
http://dx.doi.org/10.1002/ece3.4720
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