Hybrid integration of Multilayer Perceptron Neural Networks and machine learning ensembles for landslide susceptibility assessment at Himalayan area (India) using GIS

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• 作者：Binh Thai Pham^a ; ^b ; ^{phambinhgtvt@gmail.com} ; ^{binhpt@utt.edu.vn} ; Dieu Tien Bui^c ; Indra Prakash^d ; M.B. Dholakia^e
• 关键词：Landslides ; Ensemble techniques ; Multilayer Perceptron Neural Network ; Himalaya ; India
• 刊名：CATENA
• 出版年：2017
• 出版时间：February 2017
• 年：2017
• 卷：149
• 期：part_P1
• 页码：52-63
• 全文大小：4910 K
• 卷排序：149

文摘

Machine learning ensemble frameworks have been compared for landslide modeling. Machine learning ensemble frameworks have improved the performance of base classifier. MultiBoost is the most effective ensemble compared to others.