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Chen, Wei, Xie, Xiaoshen, Wang, Jiale, Pradhan, Biswajeet, Hong, Haoyuan, Bui, Dieu Tien, Duan, Zhao, Ma, Jianquan (2017) A comparative study of logistic model tree, random forest, and classification and regression tree models for spatial prediction of landslide susceptibility. CATENA, 151. 147-160 doi:10.1016/j.catena.2016.11.032

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Reference TypeJournal (article/letter/editorial)
TitleA comparative study of logistic model tree, random forest, and classification and regression tree models for spatial prediction of landslide susceptibility
JournalCATENA
AuthorsChen, WeiAuthor
Xie, XiaoshenAuthor
Wang, JialeAuthor
Pradhan, BiswajeetAuthor
Hong, HaoyuanAuthor
Bui, Dieu TienAuthor
Duan, ZhaoAuthor
Ma, JianquanAuthor
Year2017 (April)Volume151
PublisherElsevier BV
DOIdoi:10.1016/j.catena.2016.11.032Search in ResearchGate
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Mindat Ref. ID16572092Long-form Identifiermindat:1:5:16572092:2
GUID0
Full ReferenceChen, Wei, Xie, Xiaoshen, Wang, Jiale, Pradhan, Biswajeet, Hong, Haoyuan, Bui, Dieu Tien, Duan, Zhao, Ma, Jianquan (2017) A comparative study of logistic model tree, random forest, and classification and regression tree models for spatial prediction of landslide susceptibility. CATENA, 151. 147-160 doi:10.1016/j.catena.2016.11.032
Plain TextChen, Wei, Xie, Xiaoshen, Wang, Jiale, Pradhan, Biswajeet, Hong, Haoyuan, Bui, Dieu Tien, Duan, Zhao, Ma, Jianquan (2017) A comparative study of logistic model tree, random forest, and classification and regression tree models for spatial prediction of landslide susceptibility. CATENA, 151. 147-160 doi:10.1016/j.catena.2016.11.032
In(2017) CATENA Vol. 151. Elsevier BV

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Hong, Haoyuan, Pradhan, Biswajeet, Xu, Chong, Tien Bui, Dieu (2015) Spatial prediction of landslide hazard at the Yihuang area (China) using two-class kernel logistic regression, alternating decision tree and support vector machines. CATENA, 133. 266-281 doi:10.1016/j.catena.2015.05.019
Chen, Wei, Xie, Xiaoshen, Peng, Jianbing, Shahabi, Himan, Hong, Haoyuan, Bui, Dieu Tien, Duan, Zhao, Li, Shaojun, Zhu, A-Xing (2018) GIS-based landslide susceptibility evaluation using a novel hybrid integration approach of bivariate statistical based random forest method. CATENA, 164. 135-149 doi:10.1016/j.catena.2018.01.012
Chen, Wei, Yan, Xusheng, Zhao, Zhou, Hong, Haoyuan, Bui, Dieu Tien, Pradhan, Biswajeet (2019) Spatial prediction of landslide susceptibility using data mining-based kernel logistic regression, naive Bayes and RBFNetwork models for the Long County area (China). Bulletin of Engineering Geology and the Environment, 78. 247-266 doi:10.1007/s10064-018-1256-z
Hong, Haoyuan, Liu, Junzhi, Bui, Dieu Tien, Pradhan, Biswajeet, Acharya, Tri Dev, Pham, Binh Thai, Zhu, A-Xing, Chen, Wei, Ahmad, Baharin Bin (2018) Landslide susceptibility mapping using J48 Decision Tree with AdaBoost, Bagging and Rotation Forest ensembles in the Guangchang area (China) CATENA, 163. 399-413 doi:10.1016/j.catena.2018.01.005
Arabameri, Alireza, Yamani, Mojtaba, Pradhan, Biswajeet, Melesse, Assefa, Shirani, Kourosh, Tien Bui, Dieu (2019) Novel ensembles of COPRAS multi-criteria decision-making with logistic regression, boosted regression tree, and random forest for spatial prediction of gully erosion susceptibility. Science of The Total Environment, 688. 903-916 doi:10.1016/j.scitotenv.2019.06.205
Chen, Wei, Wang, Jiale, Xie, Xiaoshen, Hong, Haoyuan, Van Trung, Nguyen, Bui, Dieu Tien, Wang, Gang, Li, Xinrui (2016) Spatial prediction of landslide susceptibility using integrated frequency ratio with entropy and support vector machines by different kernel functions. Environmental Earth Sciences, 75 (20). doi:10.1007/s12665-016-6162-8
Sameen, Maher Ibrahim, Pradhan, Biswajeet, Bui, Dieu Tien, Alamri, Abdullah M. (2020) Systematic sample subdividing strategy for training landslide susceptibility models. CATENA, 187. 104358 doi:10.1016/j.catena.2019.104358
Roy, Paramita, Chandra Pal, Subodh, Arabameri, Alireza, Chakrabortty, Rabin, Pradhan, Biswajeet, Chowdhuri, Indrajit, Lee, Saro, Tien Bui, Dieu (2020) Novel Ensemble of Multivariate Adaptive Regression Spline with Spatial Logistic Regression and Boosted Regression Tree for Gully Erosion Susceptibility. Remote Sensing, 12 (20). doi:10.3390/rs12203284
Tien Bui, Dieu, Pradhan, Biswajeet, Lofman, Owe, Revhaug, Inge, Dick, Oystein B. (2012) Spatial prediction of landslide hazards in Hoa Binh province (Vietnam): A comparative assessment of the efficacy of evidential belief functions and fuzzy logic models. CATENA, 96. 28-40 doi:10.1016/j.catena.2012.04.001
Chen, Wenwu, Zhang, Shuai (2021) GIS-based comparative study of Bayes network, Hoeffding tree and logistic model tree for landslide susceptibility modeling. CATENA, 203. 105344 doi:10.1016/j.catena.2021.105344
Hong, Haoyuan, Liu, Junzhi, Zhu, A-Xing, Shahabi, Himan, Pham, Binh Thai, Chen, Wei, Pradhan, Biswajeet, Bui, Dieu Tien (2017) A novel hybrid integration model using support vector machines and random subspace for weather-triggered landslide susceptibility assessment in the Wuning area (China). Environmental Earth Sciences, 76 (19). doi:10.1007/s12665-017-6981-2
 
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