Assessment of Brown Bear\'s (Ursus arctos syriacus) Winter Habitat Using Geographically Weighted Regression and Generalized Linear Model in South of Iran

Winter dens are one of the important components of brown bear's (Ursus arctos syriacus) habitat, affecting their reproduction and survival. Therefore identification of factors affecting the habitat selection and suitable denning areas in the conservation of our largest carnivore is necessary. W...

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Main Authors: A. A. Zarei, S. Abedi, M. Mahmoudi, Sh. Peyravi Lati
Format: Article in Journal/Newspaper
Language:unknown
Published: Isfahan University of Technology 2016
Subjects:
geo
Online Access:https://doaj.org/article/3ad27c06629a4b8d9cc272546faf4b09
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spelling fttriple:oai:gotriple.eu:oai:doaj.org/article:3ad27c06629a4b8d9cc272546faf4b09 2023-05-15T18:41:47+02:00 Assessment of Brown Bear\'s (Ursus arctos syriacus) Winter Habitat Using Geographically Weighted Regression and Generalized Linear Model in South of Iran A. A. Zarei S. Abedi M. Mahmoudi Sh. Peyravi Lati 2016-03-01 https://doaj.org/article/3ad27c06629a4b8d9cc272546faf4b09 other unknown Isfahan University of Technology 2476-3128 2476-3217 https://doaj.org/article/3ad27c06629a4b8d9cc272546faf4b09 undefined Iranian Journal of Applied Ecology, Vol 4, Iss 14, Pp 75-88 (2016) Brown bear (Ursus arctos) Fars province Generalized Linear Model (GLM) Geographically Weighted Regression (GWR) Winter habitat suitability envir geo Journal Article https://vocabularies.coar-repositories.org/resource_types/c_6501/ 2016 fttriple 2023-01-22T19:28:43Z Winter dens are one of the important components of brown bear's (Ursus arctos syriacus) habitat, affecting their reproduction and survival. Therefore identification of factors affecting the habitat selection and suitable denning areas in the conservation of our largest carnivore is necessary. We used Geographically Weighted Logistic Regression (GWLR) and Generalized Linear Model (GLM) for modeling suitability of denning habitat in Kouhkhom region in Fars province. In the present research, 20 dens (presence locations) and 20 caves where signs of bear were not found (absence locations) were used as dependent variables and six environmental factors were used for each location as independent variables. The results of GLM showed that variables of distance to settlements, altitude, and distance to water were the most important parameters affecting suitability of the brown bear's denning habitat. The results of GWLR showed the significant local variations in the relationship between occurrence of brown bear dens and the variable of distance to settlements. Based on the results of both models, suitable habitats for denning of the species are impassable areas in the mountains and inaccessible for humans. Article in Journal/Newspaper Ursus arctos Unknown
institution Open Polar
collection Unknown
op_collection_id fttriple
language unknown
topic Brown bear (Ursus arctos)
Fars province
Generalized Linear Model (GLM)
Geographically Weighted Regression (GWR)
Winter habitat suitability
envir
geo
spellingShingle Brown bear (Ursus arctos)
Fars province
Generalized Linear Model (GLM)
Geographically Weighted Regression (GWR)
Winter habitat suitability
envir
geo
A. A. Zarei
S. Abedi
M. Mahmoudi
Sh. Peyravi Lati
Assessment of Brown Bear\'s (Ursus arctos syriacus) Winter Habitat Using Geographically Weighted Regression and Generalized Linear Model in South of Iran
topic_facet Brown bear (Ursus arctos)
Fars province
Generalized Linear Model (GLM)
Geographically Weighted Regression (GWR)
Winter habitat suitability
envir
geo
description Winter dens are one of the important components of brown bear's (Ursus arctos syriacus) habitat, affecting their reproduction and survival. Therefore identification of factors affecting the habitat selection and suitable denning areas in the conservation of our largest carnivore is necessary. We used Geographically Weighted Logistic Regression (GWLR) and Generalized Linear Model (GLM) for modeling suitability of denning habitat in Kouhkhom region in Fars province. In the present research, 20 dens (presence locations) and 20 caves where signs of bear were not found (absence locations) were used as dependent variables and six environmental factors were used for each location as independent variables. The results of GLM showed that variables of distance to settlements, altitude, and distance to water were the most important parameters affecting suitability of the brown bear's denning habitat. The results of GWLR showed the significant local variations in the relationship between occurrence of brown bear dens and the variable of distance to settlements. Based on the results of both models, suitable habitats for denning of the species are impassable areas in the mountains and inaccessible for humans.
format Article in Journal/Newspaper
author A. A. Zarei
S. Abedi
M. Mahmoudi
Sh. Peyravi Lati
author_facet A. A. Zarei
S. Abedi
M. Mahmoudi
Sh. Peyravi Lati
author_sort A. A. Zarei
title Assessment of Brown Bear\'s (Ursus arctos syriacus) Winter Habitat Using Geographically Weighted Regression and Generalized Linear Model in South of Iran
title_short Assessment of Brown Bear\'s (Ursus arctos syriacus) Winter Habitat Using Geographically Weighted Regression and Generalized Linear Model in South of Iran
title_full Assessment of Brown Bear\'s (Ursus arctos syriacus) Winter Habitat Using Geographically Weighted Regression and Generalized Linear Model in South of Iran
title_fullStr Assessment of Brown Bear\'s (Ursus arctos syriacus) Winter Habitat Using Geographically Weighted Regression and Generalized Linear Model in South of Iran
title_full_unstemmed Assessment of Brown Bear\'s (Ursus arctos syriacus) Winter Habitat Using Geographically Weighted Regression and Generalized Linear Model in South of Iran
title_sort assessment of brown bear\'s (ursus arctos syriacus) winter habitat using geographically weighted regression and generalized linear model in south of iran
publisher Isfahan University of Technology
publishDate 2016
url https://doaj.org/article/3ad27c06629a4b8d9cc272546faf4b09
genre Ursus arctos
genre_facet Ursus arctos
op_source Iranian Journal of Applied Ecology, Vol 4, Iss 14, Pp 75-88 (2016)
op_relation 2476-3128
2476-3217
https://doaj.org/article/3ad27c06629a4b8d9cc272546faf4b09
op_rights undefined
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