Effectiveness assessment of Keras based deep learning with different robust optimization algorithms for shallow landslide susceptibility mapping at tropical area
作者： Viet-Ha Nhu , Nhat-Duc Hoang , Hieu Nguyen , Phuong Thao Thi Ngo , Tinh Thanh Bui
DOI: 10.1016/J.CATENA.2020.104458
关键词:
摘要: … robust optimization algorithms (stochastic gradient descent, root mean square propagation, and adaptive moment optimization… network. The term deep learning is used to refer to neural …
sci-hub.se 参考文章(65)
Alireza Dehnavi, Iman Nasiri Aghdam, Biswajeet Pradhan, Mohammad Hossein Morshed Varzandeh, A new hybrid model using Step-wise Weight Assessment Ratio Analysis (SWARA) technique and Adaptive Neuro-fuzzy Inference System (ANFIS) for regional landslide hazard assessment in Iran Catena. ,vol. 135, pp. 122- 148 ,(2015) , 10.1016/J.CATENA.2015.07.020
David E. Rumelhart, Geoffrey E. Hinton, Ronald J. Williams, Learning representations by back-propagating errors Nature. ,vol. 323, pp. 696- 699 ,(1988) , 10.1038/323533A0
Richard A Olshen, Charles J Stone, Leo Breiman, Jerome H Friedman, Classification and regression trees ,(1983)
Qiqing Wang, Wenping Li, Wei Chen, Hanying Bai, GIS-based assessment of landslide susceptibility using certainty factor and index of entropy models for the Qianyang County of Baoji city, China Journal of Earth System Science. ,vol. 124, pp. 1399- 1415 ,(2015) , 10.1007/S12040-015-0624-3
Mutasem Sh. Alkhasawneh, Umi Kalthum Ngah, Lea Tien Tay, Nor Ashidi Mat Isa, Mohammad Subhi Al-Batah, Modeling and Testing Landslide Hazard Using Decision Tree Journal of Applied Mathematics. ,vol. 2014, pp. 1- 9 ,(2014) , 10.1155/2014/929768
Marry L. McHugh, Interrater reliability: the kappa statistic Biochemia Medica. ,vol. 22, pp. 276- 282 ,(2012) , 10.11613/BM.2012.031
Niels Landwehr, Mark Hall, Eibe Frank, Logistic Model Trees Machine Learning. ,vol. 59, pp. 161- 205 ,(2005) , 10.1007/S10994-005-0466-3
Chengxi Zhao, Wei Chen, Qiqing Wang, Yanli Wu, Bo Yang, A comparative study of statistical index and certainty factor models in landslide susceptibility mapping: a case study for the Shangzhou District, Shaanxi Province, China Arabian Journal of Geosciences. ,vol. 8, pp. 9079- 9088 ,(2015) , 10.1007/S12517-015-1891-7
Dieu Tien Bui, Tran Anh Tuan, Harald Klempe, Biswajeet Pradhan, Inge Revhaug, Spatial prediction models for shallow landslide hazards: a comparative assessment of the efficacy of support vector machines, artificial neural networks, kernel logistic regression, and logistic model tree Landslides. ,vol. 13, pp. 361- 378 ,(2016) , 10.1007/S10346-015-0557-6
Himan Shahabi, Mazlan Hashim, Landslide susceptibility mapping using GIS-based statistical models and Remote sensing data in tropical environment Scientific Reports. ,vol. 5, pp. 9899- 9899 ,(2015) , 10.1038/SREP09899