Uncertainties Analysis of Collapse Susceptibility Prediction Based on Remote Sensing and GIS: Influences of Different Data-Based Models and Connections between Collapses and Environmental Factors

Landslide susceptibility assessment based on an incomplete landslide inventory in the Jilong Valley, Tibet, Chinese Himalayas

(2020) Juan Du et al.   ENGINEERING GEOLOGY

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

(2020) Jie Dou et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Collapse susceptibility assessment using a support vector machine compared with back-propagation and radial basis function neural networks

(2020) Yuanyao Li et al.   Geomatics Natural Hazards & Risk

Landslide Susceptibility Prediction Based on Remote Sensing Images and GIS: Comparisons of Supervised and Unsupervised Machine Learning Models

(2020) Zhilu Chang et al.   Remote Sensing

Landslide Susceptibility Evaluation and Management Using Different Machine Learning Methods in The Gallicash River Watershed, Iran

(2020) Alireza Arabameri et al.   Remote Sensing

A spatially explicit deep learning neural network model for the prediction of landslide susceptibility

(2020) Dong Van Dao et al.   CATENA

Evaluating the usage of tree-based ensemble methods in groundwater spring potential mapping

(2020) Wei Chen et al.   JOURNAL OF HYDROLOGY

Study on the creep behaviours and the improved Burgers model of a loess landslide considering matric suction

(2020) Zhilu Chang et al.   NATURAL HAZARDS

Landslide Susceptibility Prediction Modeling Based on Remote Sensing and a Novel Deep Learning Algorithm of a Cascade-Parallel Recurrent Neural Network

(2020) Li Zhu et al.   SENSORS

Landslide Susceptibility Mapping: Machine and Ensemble Learning Based on Remote Sensing Big Data

(2020) Bahareh Kalantar et al.   Remote Sensing

SUSLE: a slope and seasonal rainfall-based RUSLE model for regional quantitative prediction of soil erosion

(2020) Faming Huang et al.   Bulletin of Engineering Geology and the Environment

Comparisons of heuristic, general statistical and machine learning models for landslide susceptibility prediction and mapping

(2020) Faming Huang et al.   CATENA

A random forest model of landslide susceptibility mapping based on hyperparameter optimization using Bayes algorithm

(2020) Deliang Sun et al.   GEOMORPHOLOGY

Landslide susceptibility prediction based on a semi-supervised multiple-layer perceptron model

(2020) Faming Huang et al.   Landslides

Predicting the deforestation probability using the binary logistic regression, random forest, ensemble rotational forest, REPTree: A case study at the Gumani River Basin, India

(2020) Sunil Saha et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Optimization of Computational Intelligence Models for Landslide Susceptibility Evaluation

(2020) Xia Zhao et al.   Remote Sensing

Landslide Susceptibility Assessment of Wildfire Burnt Areas through Earth-Observation Techniques and a Machine Learning-Based Approach

(2020) Mariano Di Napoli et al.   Remote Sensing

Landslide Susceptibility Prediction Considering Regional Soil Erosion Based on Machine-Learning Models

(2020) Faming Huang et al.   ISPRS International Journal of Geo-Information

Landslide susceptibility modeling based on ANFIS with teaching-learning-based optimization and Satin bowerbird optimizer

(2020) Wei Chen et al.   Geoscience Frontiers

Multi-Hazard Exposure Mapping Using Machine Learning for the State of Salzburg, Austria

(2020) Thimmaiah Gudiyangada Nachappa et al.   Remote Sensing

Improving Spatial Agreement in Machine Learning-Based Landslide Susceptibility Mapping

(2020) Mohammed Sarfaraz Gani Adnan et al.   Remote Sensing

Evaluating the Effects of Digital Elevation Models in Landslide Susceptibility Mapping in Rangamati District, Bangladesh

(2020) Yasin Wahid Rabby et al.   Remote Sensing

Regional Terrain Complexity Assessment Based on Principal Component Analysis and Geographic Information System: A Case of Jiangxi Province, China

(2020) Faming Huang et al.   ISPRS International Journal of Geo-Information

GIS-based landslide susceptibility assessment using optimized hybrid machine learning methods

(2020) Xi Chen et al.   CATENA

GIS-based evaluation of landslide susceptibility using hybrid computational intelligence models

(2020) Wei Chen et al.   CATENA

Combining Evolutionary Algorithms and Machine Learning Models in Landslide Susceptibility Assessments

(2020) Wei Chen et al.   Remote Sensing

Experimental study of subsurface erosion in granitic under the conditions of different soil column angles and flow discharges

(2019) Weiping Liu et al.   Bulletin of Engineering Geology and the Environment

Exploring the effects of the design and quantity of absence data on the performance of random forest-based landslide susceptibility mapping

(2019) Haoyuan Hong et al.   CATENA

Landslide spatial modelling using novel bivariate statistical based Naïve Bayes, RBF Classifier, and RBF Network machine learning algorithms

(2019) Qingfeng He et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Assessing the performance of GIS- based machine learning models with different accuracy measures for determining susceptibility to gully erosion

(2019) Younes Garosi et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Uncertainties of prediction accuracy in shallow landslide modeling: Sample size and raster resolution

(2019) Ataollah Shirzadi et al.   CATENA

Gully erosion susceptibility assessment and management of hazard-prone areas in India using different machine learning algorithms

(2019) Amiya Gayen et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Regional Rainfall Warning System for Landslides with Creep Deformation in Three Gorges using a Statistical Black Box Model

(2019) Zizheng Guo et al.   Scientific Reports

Investigating landslide susceptibility procedures in Greece

(2019) Katerina Kavoura et al.   Landslides

A deep learning algorithm using a fully connected sparse autoencoder neural network for landslide susceptibility prediction

(2019) Faming Huang et al.   Landslides

Landslide Susceptibility Prediction Using Particle-Swarm-Optimized Multilayer Perceptron: Comparisons with Multilayer-Perceptron-Only, BP Neural Network, and Information Value Models

(2019) Deying Li et al.   Applied Sciences-Basel

Spatial Prediction of Landslide Susceptibility Using GIS-Based Data Mining Techniques of ANFIS with Whale Optimization Algorithm (WOA) and Grey Wolf Optimizer (GWO)

(2019) Wei Chen et al.   Applied Sciences-Basel

Comparative assessment of the flash-flood potential within small mountain catchments using bivariate statistics and their novel hybrid integration with machine learning models

(2019) Romulus Costache et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Prediction of soil water retention curve using Bayesian updating from limited measurement data

(2019) Weiping Liu et al.   APPLIED MATHEMATICAL MODELLING

GIS-based landslide susceptibility mapping for a part of the North Anatolian Fault Zone between Reşadiye and Koyulhisar (Turkey)

(2019) Gökhan Demir   CATENA

Landslide susceptibility mapping with r.landslide: A free open-source GIS-integrated tool based on Artificial Neural Networks

(2019) L. Bragagnolo et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Point and Interval Predictions for Tanjiahe Landslide Displacement in the Three Gorges Reservoir Area, China

(2019) Yankun Wang et al.   GEOFLUIDS

A Novel Ensemble Approach for Landslide Susceptibility Mapping (LSM) in Darjeeling and Kalimpong Districts, West Bengal, India

(2019) Jagabandhu Roy et al.   Remote Sensing

Modelling of spatial variability of soil undrained shear strength by conditional random fields for slope reliability analysis

(2018) Shui-Hua Jiang et al.   APPLIED MATHEMATICAL MODELLING

A review of statistically-based landslide susceptibility models

(2018) Paola Reichenbach et al.   EARTH-SCIENCE REVIEWS

Object-oriented change detection and damage assessment using high-resolution remote sensing images, Tangjiao Landslide, Three Gorges Reservoir, China

(2018) Faming Huang et al.   Environmental Earth Sciences

A comparative assessment of decision trees algorithms for flash flood susceptibility modeling at Haraz watershed, northern Iran

(2018) Khabat Khosravi et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Is the ROC curve a reliable tool to compare the validity of landslide susceptibility maps?

(2018) V. Vakhshoori et al.   Geomatics Natural Hazards & Risk

Estimating landslide susceptibility areas considering the uncertainty inherent in modeling methods

(2018) Ho Gul Kim et al.   STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT

A Comparative Assessment of Canonical Correlation Forest, Random Forest, Rotation Forest and Logistic Regression Methods for Landslide Susceptibility Mapping

(2018) Emrehan Kutlug Sahin et al.   Geocarto International

Landslide susceptibility assessment in the Nantian area of China: a comparison of frequency ratio model and support vector machine

(2018) Faming Huang et al.   Geomatics Natural Hazards & Risk

Landslide Detection and Susceptibility Mapping by AIRSAR Data Using Support Vector Machine and Index of Entropy Models in Cameron Highlands, Malaysia

(2018) Dieu Tien Bui et al.   Remote Sensing

Landslide Susceptibility Mapping and Comparison Using Decision Tree Models: A Case Study of Jumunjin Area, Korea

(2018) Sung-Jae Park et al.   Remote Sensing

A ROC analysis-based classification method for landslide susceptibility maps

(2018) Isidro Cantarino et al.   Landslides

Comparative analysis of statistical methods for landslide susceptibility mapping in the Bostanlik District, Uzbekistan

(2018) Mukhiddin Juliev et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Modelling gully-erosion susceptibility in a semi-arid region, Iran: Investigation of applicability of certainty factor and maximum entropy models

(2018) Ali Azareh et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Landslide susceptibility mapping based on self-organizing-map network and extreme learning machine

(2017) Faming Huang et al.   ENGINEERING GEOLOGY

Landslide displacement prediction based on multivariate chaotic model and extreme learning machine

(2017) Faming Huang et al.   ENGINEERING GEOLOGY

Karst collapse susceptibility assessment: A case study on the Amalfi Coast (Southern Italy)

(2017) Antonio Santo et al.   GEOMORPHOLOGY

Prediction of groundwater levels using evidence of chaos and support vector machine

(2017) Faming Huang et al.   JOURNAL OF HYDROINFORMATICS

Establishment of a deformation forecasting model for a step-like landslide based on decision tree C5.0 and two-step cluster algorithms: a case study in the Three Gorges Reservoir area, China

(2017) Junwei Ma et al.   Landslides

Variations in the susceptibility to landslides, as a consequence of land cover changes: A look to the past, and another towards the future

(2017) L. Pisano et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Stability Analysis of Hydrodynamic Pressure Landslides with Different Permeability Coefficients Affected by Reservoir Water Level Fluctuations and Rainstorms

(2017) Faming Huang et al.   Water

Uncertainty of the Soil–Water Characteristic Curve and Its Effects on Slope Seepage and Stability Analysis under Conditions of Rainfall Using the Markov Chain Monte Carlo Method

(2017) Weiping Liu et al.   Water

A web-based GPS system for displacement monitoring and failure mechanism analysis of reservoir landslide

(2017) Yuanyao Li et al.   Scientific Reports

Shallow landslide susceptibility assessment in a semiarid environment — A Quaternary catchment of KwaZulu-Natal, South Africa

(2016) Clarice Romer et al.   ENGINEERING GEOLOGY

Landslide displacement prediction using discrete wavelet transform and extreme learning machine based on chaos theory

(2016) Faming Huang et al.   Environmental Earth Sciences

Collapse susceptibility map in abandoned mining areas by microgravity survey: A case study in Candado hill (Málaga, southern Spain)

(2016) F.J. Martínez-Moreno et al.   JOURNAL OF APPLIED GEOPHYSICS

Use of ROC curves for early warning of landslide displacement rates in response to precipitation (Piagneto landslide, Northern Apennines, Italy)

(2016) Alessandro Corsini et al.   Landslides

Landslide Deformation Analysis by Coupling Deformation Time Series from SAR Data with Hydrological Factors through Data Assimilation

(2016) Yanan Jiang et al.   Remote Sensing

Landslide susceptibility mapping in Mizunami City, Japan: A comparison between logistic regression, bivariate statistical analysis and multivariate adaptive regression spline models

(2015) Liang-Jie Wang et al.   CATENA

Identifying areas susceptible to high risk of riverbank collapse along the Lower River Murray

(2015) C. Liang et al.   COMPUTERS AND GEOTECHNICS

Comparison of Logistic Regression and Random Forests techniques for shallow landslide susceptibility assessment in Giampilieri (NE Sicily, Italy)

(2015) Alessandro Trigila et al.   GEOMORPHOLOGY

Landslide susceptibility mapping at central Zab basin, Iran: A comparison between analytical hierarchy process, frequency ratio and logistic regression models

(2013) Himan Shahabi et al.   CATENA

Atmospheric Phase Screen Compensation in Ground-Based SAR With a Multiple-Regression Model Over Mountainous Regions

(2013) Ruben Iglesias et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

An assessment on the use of bivariate, multivariate and soft computing techniques for collapse susceptibility in GIS environ

(2013) IŞIK YILMAZ et al.   Journal of Earth System Science

Landslide susceptibility mapping using certainty factor, index of entropy and logistic regression models in GIS and their comparison at Mugling–Narayanghat road section in Nepal Himalaya

(2012) Krishna Chandra Devkota et al.   NATURAL HAZARDS

Application of fuzzy logic and analytical hierarchy process (AHP) to landslide susceptibility mapping at Haraz watershed, Iran

(2012) Hamid Reza Pourghasemi et al.   NATURAL HAZARDS

Landslide susceptibility mapping in Injae, Korea, using a decision tree

(2010) Young-Kwang Yeon et al.   ENGINEERING GEOLOGY