Abdelaziz Merghadi

Machine learning methods for landslide susceptibility studies: A comparative overview of algorithm performance

Abdelaziz Merghadi, Ali P. Yunus, Jie Dou et al. · Earth-Science Reviews · 2020 · 1.1K citations

Computing, Geological Engineering, Geology +16

Assessment of advanced random forest and decision tree algorithms for modeling rainfall-induced landslide susceptibility in the Izu-Oshima Volcanic Island, Japan

Jie Dou, Ali P. Yunus, Dieu Tien Bui et al. · The Science of The Total Environment · 2019 · 600 citations

Computing, Earth Sciences, Geological Engineering +16

Improved landslide assessment using support vector machine with bagging, boosting, and stacking ensemble machine learning framework in a mountainous watershed, Japan

Jie Dou, Ali P. Yunus, Dieu Tien Bui et al. · Landslides · 2019 · 519 citations

Computing, Earth Sciences, Geological Engineering +17

Different sampling strategies for predicting landslide susceptibilities are deemed less consequential with deep learning

Jie Dou, Ali P. Yunus, Abdelaziz Merghadi et al. · The Science of The Total Environment · 2020 · 295 citations

Computing, Earth Sciences, Geological Engineering +8

Evaluating scale effects of topographic variables in landslide susceptibility models using GIS-based machine learning techniques

Kuan-Tsung Chang, Abdelaziz Merghadi, Ali P. Yunus et al. · Scientific Reports · 2019 · 272 citations · Full text

Computing, Earth Sciences, Geoinformatics +17