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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2018
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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. |
format | Online Article Text |
id | pubmed-6342178 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
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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