Modeling the Natural Occurrence of Selected Dipterocarp Genera in Sarawak, Borneo

Dipterocarps or Dipterocarpaceae is a commercially important timber producing and dominant keystone tree family in the rain forests of Borneo. Borneo's landscape is changing at an unprecedented rate in recent years which affects this important biodiversity. This paper attempts to model the natu...

Full description

Saved in:
Bibliographic Details
Main Authors: Teo, Stephen, Phua, Mui How
Format: Article
Language:English
English
Published: Institute of Forest Science, kangwon National University 2012
Subjects:
Online Access:https://eprints.ums.edu.my/id/eprint/34067/1/Modeling%20the%20Natural%20Occurrence%20of%20Selected%20Dipterocarp%20Genera%20in%20Sarawak%2C%20Borneo.pdf
https://eprints.ums.edu.my/id/eprint/34067/2/Modeling%20the%20Natural%20Occurrence%20of%20Selected%20Dipterocarp%20Genera%20in%20Sarawak%2C%20Borneo1.pdf
https://eprints.ums.edu.my/id/eprint/34067/
http://koreascience.or.kr/article/JAKO201212656357444.page
https://doi.org/10.7747/JFS.2012.28.3.170
Tags: Add Tag
No Tags, Be the first to tag this record!
id my.ums.eprints.34067
record_format eprints
spelling my.ums.eprints.340672022-09-02T00:28:49Z https://eprints.ums.edu.my/id/eprint/34067/ Modeling the Natural Occurrence of Selected Dipterocarp Genera in Sarawak, Borneo Teo, Stephen Phua, Mui How QK1-474.5 General Including geographical distribution Dipterocarps or Dipterocarpaceae is a commercially important timber producing and dominant keystone tree family in the rain forests of Borneo. Borneo's landscape is changing at an unprecedented rate in recent years which affects this important biodiversity. This paper attempts to model the natural occurrence (distribution including those areas with natural forests before being converted to other land uses as opposed to current distribution) of dipterocarp species in Sarawak which is important for forest biodiversity conservation and management. Local modeling method of Inverse Distance Weighting was compared with commonly used statistical method (Binary Logistic Regression) to build the best natural distribution models for three genera (12 species) of dipterocarps. Database of species occurrence data and pseudoabsence data were constructed and divided into two halves for model building and validation. For logistic regression modeling, climatic, topographical and edaphic parameters were used. Proxy variables were used to represent the parameters which were highly (p>0.75) correlated to avoid over-fitting. The results show that Inverse Distance Weighting produced the best and consistent prediction with an average accuracy of over 80%. This study demonstrates that local interpolation method can be used for the modeling of natural distribution of dipterocarp species. The Inverse Distance Weighted was proven a better method and the possible reasons are discussed. Institute of Forest Science, kangwon National University 2012 Article PeerReviewed text en https://eprints.ums.edu.my/id/eprint/34067/1/Modeling%20the%20Natural%20Occurrence%20of%20Selected%20Dipterocarp%20Genera%20in%20Sarawak%2C%20Borneo.pdf text en https://eprints.ums.edu.my/id/eprint/34067/2/Modeling%20the%20Natural%20Occurrence%20of%20Selected%20Dipterocarp%20Genera%20in%20Sarawak%2C%20Borneo1.pdf Teo, Stephen and Phua, Mui How (2012) Modeling the Natural Occurrence of Selected Dipterocarp Genera in Sarawak, Borneo. Journal of Forest Science, 28 (3). pp. 170-178. ISSN 1226-8267 http://koreascience.or.kr/article/JAKO201212656357444.page https://doi.org/10.7747/JFS.2012.28.3.170
institution Universiti Malaysia Sabah
building UMS Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaysia Sabah
content_source UMS Institutional Repository
url_provider http://eprints.ums.edu.my/
language English
English
topic QK1-474.5 General Including geographical distribution
spellingShingle QK1-474.5 General Including geographical distribution
Teo, Stephen
Phua, Mui How
Modeling the Natural Occurrence of Selected Dipterocarp Genera in Sarawak, Borneo
description Dipterocarps or Dipterocarpaceae is a commercially important timber producing and dominant keystone tree family in the rain forests of Borneo. Borneo's landscape is changing at an unprecedented rate in recent years which affects this important biodiversity. This paper attempts to model the natural occurrence (distribution including those areas with natural forests before being converted to other land uses as opposed to current distribution) of dipterocarp species in Sarawak which is important for forest biodiversity conservation and management. Local modeling method of Inverse Distance Weighting was compared with commonly used statistical method (Binary Logistic Regression) to build the best natural distribution models for three genera (12 species) of dipterocarps. Database of species occurrence data and pseudoabsence data were constructed and divided into two halves for model building and validation. For logistic regression modeling, climatic, topographical and edaphic parameters were used. Proxy variables were used to represent the parameters which were highly (p>0.75) correlated to avoid over-fitting. The results show that Inverse Distance Weighting produced the best and consistent prediction with an average accuracy of over 80%. This study demonstrates that local interpolation method can be used for the modeling of natural distribution of dipterocarp species. The Inverse Distance Weighted was proven a better method and the possible reasons are discussed.
format Article
author Teo, Stephen
Phua, Mui How
author_facet Teo, Stephen
Phua, Mui How
author_sort Teo, Stephen
title Modeling the Natural Occurrence of Selected Dipterocarp Genera in Sarawak, Borneo
title_short Modeling the Natural Occurrence of Selected Dipterocarp Genera in Sarawak, Borneo
title_full Modeling the Natural Occurrence of Selected Dipterocarp Genera in Sarawak, Borneo
title_fullStr Modeling the Natural Occurrence of Selected Dipterocarp Genera in Sarawak, Borneo
title_full_unstemmed Modeling the Natural Occurrence of Selected Dipterocarp Genera in Sarawak, Borneo
title_sort modeling the natural occurrence of selected dipterocarp genera in sarawak, borneo
publisher Institute of Forest Science, kangwon National University
publishDate 2012
url https://eprints.ums.edu.my/id/eprint/34067/1/Modeling%20the%20Natural%20Occurrence%20of%20Selected%20Dipterocarp%20Genera%20in%20Sarawak%2C%20Borneo.pdf
https://eprints.ums.edu.my/id/eprint/34067/2/Modeling%20the%20Natural%20Occurrence%20of%20Selected%20Dipterocarp%20Genera%20in%20Sarawak%2C%20Borneo1.pdf
https://eprints.ums.edu.my/id/eprint/34067/
http://koreascience.or.kr/article/JAKO201212656357444.page
https://doi.org/10.7747/JFS.2012.28.3.170
_version_ 1760231245597376512
score 13.1944895