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| 1 | Flood susceptibility modelling using advanced ensemble machine learning models显示文摘Floods are one of nature's most destructive disasters because of the immense damage to land,buildings,and human fatalities.It is difficult to forecast the areas that are vulnerable to flash flooding due to the dynamic and complex nature of the flash floods.Therefore,earlier identification of flash flood susceptible sites can be performed using advanced machine learning models for managing flood disasters.In this study,we applied and assessed two new hybrid ensemble models,namely Dagging and Random Subspace(RS)coupled with Artificial Neural Network(ANN),Random Forest(RF),and Support Vector Machine(SVM)which are the other three state-of-the-art machine learning models for modelling flood susceptibility maps at the Teesta River basin,the northern region of Bangladesh.The application of these models includes twelve flood influencing factors with 413 current and former flooding points,which were transferred in a GIS environment.The information gain ratio,the multicollinearity diagnostics tests were employed to determine the association between the occurrences and flood influential factors.For the validation and the comparison of these models,for the ability to predict the statistical appraisal measures such as Freidman,Wilcoxon signed-rank,and t-paired tests and Receiver Operating Characteristic Curve(ROC)were employed.The value of the Area Under the Curve(AUC)of ROC was above 0.80 for all models.For flood susceptibility modelling,the Dagging model performs superior,followed by RF,the ANN,the SVM,and the RS,then the several benchmark models.The approach and solution-oriented outcomes outlined in this paper will assist state and local authorities as well as policy makers in reducing flood-related threats and will also assist in the implementation of effective mitigation strategies to mitigate future damage. | Abu Reza Md Towfiqul Islam Swapan Talukdar Susanta Mahato Sonali Kundu Kutub Uddin Eibek Quoc Bao Pham Alban Kuriqi Nguyen Thi Thuy Linh | 2021 | Geoscience Frontiers2021，12，3： | 2 |
| 2 | Wild-type nonneuronal cells extend survival of SOD1 mutant motor neurons in ALS mice 显示文摘 | Clement AM Nguyen MD Roberts EA | 2003 | Science2003，302，5645： | 1 |
| 3 | SIRT1 deacetylase protects against neumdegeneration in models for Alzheimer' s disease and amyotrophic lateral sclerosis 显示文摘 | Kim D Nguyen MD Dobbin MM | 2007 | EMBO J2007，26，： | 1 |
| 4 | Innate immunity the missing link in neuroprotection and neurodegeneration7 显示文摘 | Nguyen MD Julien JP Rivest S | 2002 | Nat Rev Neurosci2002，3，3： | 1 |
| 5 | Infectious complica- tions leading to explantation in implant-based breast reconstruc- tion with AlloDerm显示文摘 | Nguyen MD Chen C Colakoglu S | 2010 | Eplasty2010，10，： | 1 |
| 6 | A national study of cardiop-ulmonary unplanned events after GI endoscopy 显示文摘 | Sharma VK Nguyen CC Crowell MD | 2007 | Gastrointest En-dosc2007，，： | 1 |
| 7 | Cycling at the interface between neurodevelopment and neurodegeneration 显示文摘 | Nguyen MD Mushynski WE Julien JP | 2002 | Cell Death Differ2002，9，12： | 1 |
| 8 | Innate immunity:the missing link in neuroprotection and neurodegenerration?显示文摘 | Nguyen MD Julien JP Rivest S | 2002 | Nat Rev Neurosci2002，3，3： | 1 |
| 9 | Male breast disease:pictorial review with radiologic-pathologic correlation显示文摘 | Nguyen C Kettler MD Swirsky ME | 2013 | Radiographics2013，33，3： | 1 |
| 10 | Cell cycle regulators in the neuronal death pathway of amyotrophic lateral sclerosis caused by mutant super oxide dismutase 显示文摘 | Nguyen MD Boudreau M Kriz J | 2003 | J Neurosci2003，23，6： | 1 |
| 11 | Minimally invasive esophagectomy lessons learned from 104 operations显示文摘 | Ninh T Nguyen MD Marcelo W | 2008 | Annals of Surg2008，248，： | 1 |
| 12 | Cell cycle regulators in the neu- ronal death pathway of amyotrophic lateral sclerosis caused by mutant, superoxide dismutase 1 显示文摘 | Nguyen MD Boudreau M Kriz J | 2003 | J Neurosci2003，23，6： | 1 |
| 13 | Deregulation of Cdk5 in a mouse model of ALS: toxicity alleviated by perikaryal neurofilaments inclusions显示文摘 | NGUYEN MD LARIVIERE RC JULIEN JP | 2001 | Neuron2001，30，1： | 1 |
| 14 | Cyclin- dependent kinase 5 in amyotrophic lateral sclerosis显示文摘 | NGUYEN MD JULIEN JP | 2003 | Neurosignals2003，12，45： | 1 |
| 15 | Minocycline slows disease progression in a mouse model of amyotrophic lateral sclerosis 显示文摘 | Kriz J Nguyen MD Julien JP | 2002 | Neurobiol Dis2002，10，3： | 1 |
| 16 | Minimally invasive esophagec- tomy lessons leamed from 104 operations 显示文摘 | Ninh T Nguyen MD Marcelo W | 2008 | Annals of Surg2008，248，： | 1 |
| 17 | Analysis of a school bus collision:mechanism of injury in the unrestrainedchild显示文摘 | Peter C Lapner MD Nguyen D | 2003 | Canadian Medical Association2003，46，4： | 1 |
| 18 | Cyclin-dependent kinase5in amyotrophic lateral sclerosis显示文摘 | Nguyen MD Julien JP | 2003 | Neurosignals2003，12，45： | 1 |
| 19 | Deregulation of Cdk5in a mouse model of ALS:toxicity alleviated by perikaryal neurofila-ments inclusions显示文摘 | Nguyen MD Larivière RC Julien JP | 2001 | Neuron2001，30，1： | 1 |
| 20 | Immunogenicity and protective efficacy of a vaccine prepared from 53 k Da trancated hepatitis E virus capsid protein expressd in insect cells显示文摘 | Zhang MD Emerson SU Nguyen H | 2002 | Vaccine2002，20，56： | 1 |
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