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

Abdelaziz Merghadi, Ali P. Yunus, Jie Dou, +5

Earth-Science Reviews

Rock SlideLandslide Susceptibility StudiesDisaster DetectionEngineeringMachine Learning +10

A comparative assessment of flood susceptibility modeling using Multi-Criteria Decision-Making Analysis and Machine Learning Methods

Khabat Khosravi, Himan Shahabi, Binh Thai Pham, +10

Journal of Hydrology

Hydrological DisasterEngineeringMachine Learning MethodsWater ResourcesFlooded Area +10

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, +7

The Science of The Total Environment

HydrometeorologyRock SlideEngineeringRock SlopeGeomorphology +10

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, +6

Landslides

Rock SlideSupport Vector MachineEngineeringMachine LearningRock Slope +10

A Comparative Study of PSO-ANN, GA-ANN, ICA-ANN, and ABC-ANN in Estimating the Heating Load of Buildings’ Energy Efficiency for Smart City Planning

Lê Thị Lệ, Hoang Nguyen, Jie Dou, +1

Applied Sciences

Search OptimizationEngineeringEnergy EfficiencySmart CityEnergy Management +12

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

Jie Dou, Ali P. Yunus, Abdelaziz Merghadi, +7

The Science of The Total Environment

Rock SlideEngineeringMachine LearningData ScienceRock Slope +10

Application of a Hybrid Artificial Neural Network-Particle Swarm Optimization (ANN-PSO) Model in Behavior Prediction of Channel Shear Connectors Embedded in Normal and High-Strength Concrete

Mahdi Shariati, Mohammad Saeed Mafipour, Peyman Mehrabi, +7

Applied Sciences

Search OptimizationEngineeringBehavior PredictionStructural PerformanceStructural Optimization +14

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

Kuan-Tsung Chang, Abdelaziz Merghadi, Ali P. Yunus, +2

Scientific Reports

Rock SlideEngineeringRock SlopeGeomorphologyLandslide Susceptibility Mapping +14

Shallow Landslide Susceptibility Mapping: A Comparison between Logistic Model Tree, Logistic Regression, Naïve Bayes Tree, Artificial Neural Network, and Support Vector Machine Algorithms

Viet‐Ha Nhu, Ataollah Shirzadi, Himan Shahabi, +12

International Journal of Environmental Research and Public Health

Optimization of Causative Factors for Landslide Susceptibility Evaluation Using Remote Sensing and GIS Data in Parts of Niigata, Japan

Jie Dou, Dieu Tien Bui, Ali P. Yunus, +5

PLoS ONE

Rock SlideDisaster DetectionEnvironmental MonitoringLandslide SusceptibilityEngineering +12