Uncertainty analysis of non-landslide sample selection in landslide susceptibility prediction using slope unit-based machine learning models

Effect of water content on permanent deformation of fine/coarse soil mixtures with varying coarse grain contents and subjected to multi-stage cyclic loading

(2022) Yu Su et al.   Acta Geotechnica

The uncertainty of landslide susceptibility prediction modeling: suitability of linear conditioning factors

(2022) Faming Huang et al.   Bulletin of Engineering Geology and the Environment

Machine learning-based landslide susceptibility assessment with optimized ratio of landslide to non-landslide samples

(2022) Can Yang et al.   GONDWANA RESEARCH

A GIS-based tool for probabilistic physical modelling and prediction of landslides: GIS-FORM landslide susceptibility analysis in seismic areas

(2022) Jian Ji et al.   Landslides

Prediction of wall deflection induced by braced excavation in spatially variable soils via convolutional neural network

(2022) Chongzhi Wu et al.   GONDWANA RESEARCH

Landslide susceptibility prediction using slope unit-based machine learning models considering the heterogeneity of conditioning factors

(2022) Zhilu Chang et al.   Journal of Rock Mechanics and Geotechnical Engineering

Application of machine learning, deep learning and optimization algorithms in geoengineering and geoscience: Comprehensive review and future challenge

(2022) Wengang Zhang et al.   GONDWANA RESEARCH

Landslide Susceptibility Prediction Considering Neighborhood Characteristics of Landslide Spatial Datasets and Hydrological Slope Units Using Remote Sensing and GIS Technologies

(2022) Faming Huang et al.   Remote Sensing

Soil-water retention behaviour of fine/coarse soil mixture with varying coarse grain contents and fine soil dry densities

(2021) Yu Su et al.   CANADIAN GEOTECHNICAL JOURNAL

AI-powered landslide susceptibility assessment in Hong Kong

(2021) Haojie Wang et al.   ENGINEERING GEOLOGY

Landslides Triggered by the 2020 Qiaojia Mw5.1 Earthquake, Yunnan, China: Distribution, Influence Factors and Tectonic Significance

(2021) Xiangli He et al.   Journal of Earth Science

A Probabilistic Liquefaction Hazard Assessment for Urban Regions Based on Dynamics Analysis Considering Soil Uncertainties

(2021) Jian Chen et al.   Journal of Earth Science

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

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

Effectiveness assessment of Keras based deep learning with different robust optimization algorithms for shallow landslide susceptibility mapping at tropical area

(2020) Viet-Ha Nhu et al.   CATENA

Regional susceptibility assessments with heterogeneous landslide information: Slope unit- vs. pixel-based approach

(2020) Liesbet Jacobs et al.   GEOMORPHOLOGY

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

(2020) Abdelaziz Merghadi et al.   EARTH-SCIENCE REVIEWS

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

(2020) Faming Huang et al.   Landslides

Pathways and challenges of the application of artificial intelligence to geohazards modelling

(2020) Abhirup Dikshit et al.   GONDWANA RESEARCH

Spatial landslide susceptibility assessment using machine learning techniques assisted by additional data created with generative adversarial networks

(2020) Husam.A.H. Al-Najjar et al.   Geoscience Frontiers

Landslide susceptibility index based on the integration of logistic regression and weights of evidence: A case study in Popayan, Colombia

(2020) Paul Goyes-Peñafiel et al.   ENGINEERING GEOLOGY

Evaluating GIS-Based Multiple Statistical Models and Data Mining for Earthquake and Rainfall-Induced Landslide Susceptibility Using the LiDAR DEM

(2019) Jie Dou et al.   Remote Sensing

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

Investigating the effects of different landslide positioning techniques, landslide partitioning approaches, and presence-absence balances on landslide susceptibility mapping

(2019) Hamid Reza Pourghasemi et al.   CATENA

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

(2019) Jie Dou et al.   Landslides

Evaluation of the extreme rainfall predictions and their impact on landslide susceptibility in a sub-catchment scale

(2019) Keh-Jian Shou et al.   ENGINEERING GEOLOGY

Machine learning and fractal theory models for landslide susceptibility mapping: Case study from the Jinsha River Basin

(2019) Qiao Hu et al.   GEOMORPHOLOGY

A novel hybrid intelligent model of support vector machines and the MultiBoost ensemble for landslide susceptibility modeling

(2018) Binh Thai Pham et al.   Bulletin of Engineering Geology and the Environment

Direct simulation of random field samples from sparsely measured geotechnical data with consideration of uncertainty in interpretation

(2018) Yu Wang et al.   CANADIAN GEOTECHNICAL JOURNAL

Review on landslide susceptibility mapping using support vector machines

(2018) Yu Huang et al.   CATENA

A review of statistically-based landslide susceptibility models

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

Optimizing landslide susceptibility zonation: Effects of DEM spatial resolution and slope unit delineation on logistic regression models

(2018) R. Schlögel et al.   GEOMORPHOLOGY

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

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

A ROC analysis-based classification method for landslide susceptibility maps

(2018) Isidro Cantarino et al.   Landslides

Landslide susceptibility modelling using the quantitative random forest method along the northern portion of the Yukon Alaska Highway Corridor, Canada

(2017) Pouran Behnia et al.   NATURAL HAZARDS

Improving the reliability of landslide susceptibility mapping through spatial uncertainty analysis: a case study of Al Hoceima, Northern Morocco

(2017) Hassane Rahali   Geocarto International

GIS-based landslide susceptibility assessment in Seoul, South Korea, applying the radius of influence to frequency ratio analysis

(2016) Jin Son et al.   Environmental Earth Sciences

A modified frequency ratio method for landslide susceptibility assessment

(2016) Langping Li et al.   Landslides

Applying Information Theory and GIS-based quantitative methods to produce landslide susceptibility maps in Nancheng County, China

(2016) Paraskevas Tsangaratos et al.   Landslides

A novel ensemble bivariate statistical evidential belief function with knowledge-based analytical hierarchy process and multivariate statistical logistic regression for landslide susceptibility mapping

(2013) Omar F. Althuwaynee et al.   CATENA

Landslide susceptibility assessment using SVM machine learning algorithm

(2011) Miloš Marjanović et al.   ENGINEERING GEOLOGY

Spatial data for landslide susceptibility, hazard, and vulnerability assessment: An overview

(2008) Cees J. van Westen et al.   ENGINEERING GEOLOGY