Landslide Detection and Susceptibility Modeling on Cameron Highlands (Malaysia): A Comparison between Random Forest, Logistic Regression and Logistic Model Tree Algorithms
作者： Viet-Ha Nhu , Ayub Mohammadi , Himan Shahabi , Baharin Bin Ahmad , Nadhir Al-Ansari
DOI: 10.3390/F11080830
关键词: Remote sensing (archaeology) 、 Landslide detection 、 Decision tree 、 Soil mechanics 、 Landslide 、 Logistic regression 、 Random forest 、 Cartography 、 Geology 、 Logistic model tree
摘要: We used remote sensing techniques and machine learning to detect map landslides,and landslide susceptibility in the Cameron Highlands, Malaysia. located 152 landslides using a combination of ...
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sci-hub.st 参考文章(151)
Mareike Ließ, Bruno Glaser, Bernd Huwe, Uncertainty in the spatial prediction of soil texture: Comparison of regression tree and Random Forest models Geoderma. ,vol. 170, pp. 70- 79 ,(2012) , 10.1016/J.GEODERMA.2011.10.010
Servel Miller, Tim Brewer, Norman Harris, Rainfall thresholding and susceptibility assessment of rainfall-induced landslides: application to landslide management in St Thomas, Jamaica Bulletin of Engineering Geology and the Environment. ,vol. 68, pp. 539- 550 ,(2009) , 10.1007/S10064-009-0232-Z
Janez Demšar, Statistical Comparisons of Classifiers over Multiple Data Sets Journal of Machine Learning Research. ,vol. 7, pp. 1- 30 ,(2006)
David J. Wachal, Paul F. Hudak, Mapping landslide susceptibility in Travis County, Texas, USA. GeoJournal. ,vol. 51, pp. 245- 253 ,(2000) , 10.1023/A:1017524604463
İbrahim Sönmez, Erdem Erdi, Ahmet Emre Tekeli, Fatih Demir, Murat Arslan, Foogle: fire monitoring tool for EUMETSAT's active fire product over Turkey using Google Earth Geomatics, Natural Hazards and Risk. ,vol. 2, pp. 1- 13 ,(2011) , 10.1080/19475705.2010.532974
Lulseged Ayalew, Hiromitsu Yamagishi, Norimitsu Ugawa, Landslide susceptibility mapping using GIS-based weighted linear combination, the case in Tsugawa area of Agano River, Niigata Prefecture, Japan Landslides. ,vol. 1, pp. 73- 81 ,(2004) , 10.1007/S10346-003-0006-9
Núria Santacana, Baeza Baeza, Jordi Corominas, Ana De Paz, Jordi Marturiá, A GIS-Based Multivariate Statistical Analysis for Shallow Landslide Susceptibility Mapping in La Pobla de Lillet Area (Eastern Pyrenees, Spain) Natural Hazards. ,vol. 30, pp. 281- 295 ,(2003) , 10.1023/B:NHAZ.0000007169.28860.80
Iswar Das, Sashikant Sahoo, Cees van Westen, Alfred Stein, Robert Hack, None, Landslide susceptibility assessment using logistic regression and its comparison with a rock mass classification system, along a road section in the northern Himalayas (India) Geomorphology. ,vol. 114, pp. 627- 637 ,(2010) , 10.1016/J.GEOMORPH.2009.09.023
Khamarrul Azahari Razak, Michele Santangelo, Cees J. Van Westen, Menno W. Straatsma, Steven M. de Jong, Generating an optimal DTM from airborne laser scanning data for landslide mapping in a tropical forest environment Geomorphology. ,vol. 190, pp. 112- 125 ,(2013) , 10.1016/J.GEOMORPH.2013.02.021
P. Kayastha, M.R. Dhital, F. De Smedt, Application of the analytical hierarchy process (AHP) for landslide susceptibility mapping: A case study from the Tinau watershed, west Nepal Computers & Geosciences. ,vol. 52, pp. 398- 408 ,(2013) , 10.1016/J.CAGEO.2012.11.003