An interpretable model for the susceptibility of rainfall-induced shallow landslides based on SHAP and XGBoost

Catchment-scale impacts of shallow landslides on stream water chemistry

(2022) Yoshihara Naoyuki et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Assessment of the interpretability of data mining for the spatial modelling of water erosion using game theory

(2021) Aliakbar Mohammadifar et al.   CATENA

A new approach to assess landslide susceptibility based on slope failure mechanisms

(2021) Qiang Zou et al.   CATENA

AI-powered landslide susceptibility assessment in Hong Kong

(2021) Haojie Wang et al.   ENGINEERING GEOLOGY

An interpretable machine learning method for supporting ecosystem management: Application to species distribution models of freshwater macroinvertebrates

(2021) YoonKyung Cha et al.   JOURNAL OF ENVIRONMENTAL MANAGEMENT

XGBoost-based method for flash flood risk assessment

(2021) Meihong Ma et al.   JOURNAL OF HYDROLOGY

Landslide susceptibility mapping using hybrid random forest with GeoDetector and RFE for factor optimization

(2021) Xinzhi Zhou et al.   Geoscience Frontiers

Data-Driven Landslide Nowcasting at the Global Scale

(2021) Thomas A. Stanley et al.   Frontiers in Earth Science

Quantifying effectiveness of trees for landslide erosion control

(2021) Raphael I. Spiekermann et al.   GEOMORPHOLOGY

Consideration of spatial heterogeneity in landslide susceptibility mapping using geographical random forest model

(2021) Renata Pacheco Quevedo et al.   Geocarto International

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

(2020) Dong Van Dao et al.   CATENA

The influence of DEM spatial resolution on landslide susceptibility mapping in the Baxie River basin, NW China

(2020) Zhuo Chen et al.   NATURAL HAZARDS

Landslide susceptibility mapping using machine learning algorithms and comparison of their performance at Abha Basin, Asir Region, Saudi Arabia

(2020) Ahmed Mohamed Youssef et al.   Geoscience Frontiers

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

(2020) Wei Chen et al.   Geoscience Frontiers

Failure mode and effects analysis of RC members based on machine-learning-based SHapley Additive exPlanations (SHAP) approach

(2020) Sujith Mangalathu et al.   ENGINEERING STRUCTURES

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

(2020) Xi Chen et al.   CATENA

Coupling RBF neural network with ensemble learning techniques for landslide susceptibility mapping

(2020) Binh Thai Pham et al.   CATENA

Explainable artificial intelligence enhances the ecological interpretability of black‐box species distribution models

(2020) Masahiro Ryo et al.   ECOGRAPHY

Integrating principal component analysis with statistically-based models for analysis of causal factors and landslide susceptibility mapping: A comparative study from the loess plateau area in Shanxi (China)

(2020) Yaming Tang et al.   JOURNAL OF CLEANER PRODUCTION

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

Comparison of convolutional neural networks for landslide susceptibility mapping in Yanshan County, China

(2019) Yi Wang et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Impacts on watershed-scale runoff and sediment yield resulting from synergetic changes in climate and vegetation

(2019) Shanghong Zhang et al.   CATENA

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

(2019) Faming Huang et al.   Landslides

Definitions, methods, and applications in interpretable machine learning

(2019) W. James Murdoch et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Techniques for interpretable machine learning

(2019) Mengnan Du et al.   COMMUNICATIONS OF THE ACM

Telling a different story: The promote role of vegetation in the initiation of shallow landslides during rainfall on the Chinese Loess Plateau

(2019) Wen-Zhao Guo et al.   GEOMORPHOLOGY

Optimizing event selection with the random grid search

(2018) Pushpalatha C. Bhat et al.   COMPUTER PHYSICS COMMUNICATIONS

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

GIS-based groundwater potential analysis using novel ensemble weights-of-evidence with logistic regression and functional tree models

(2018) Wei Chen et al.   SCIENCE OF THE TOTAL ENVIRONMENT

A Data-Driven Approach to Landslide-Susceptibility Mapping in Mountainous Terrain: Case Study from the Northwest Himalayas, Pakistan

(2018) Muhammad Tayyib Riaz et al.   Natural Hazards Review

Selection of weightages for causative factors used in preparation of landslide susceptibility zonation (LSZ)

(2018) Sharad Kumar Gupta et al.   Geomatics Natural Hazards & Risk

Comparison of the presence-only method and presence-absence method in landslide susceptibility mapping

(2018) A-Xing Zhu et al.   CATENA

Slope unit-based approach for assessing regional seismic landslide displacement for deep and shallow failure

(2018) Hao-Yu Tsai et al.   ENGINEERING GEOLOGY

Assessment of susceptibility to rainfall-induced landslides using improved self-organizing linear output map, support vector machine, and logistic regression

(2017) Gwo-Fong Lin et al.   ENGINEERING GEOLOGY

Characteristics of rainfall intensity, duration, and kinetic energy for landslide triggering in Taiwan

(2017) Jui-Ming Chang et al.   ENGINEERING GEOLOGY

Handling high predictor dimensionality in slope-unit-based landslide susceptibility models through LASSO-penalized Generalized Linear Model

(2017) Daniela Castro Camilo et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Spatial prediction of landslide susceptibility using an adaptive neuro-fuzzy inference system combined with frequency ratio, generalized additive model, and support vector machine techniques

(2017) Wei Chen et al.   GEOMORPHOLOGY

Assessment of the effects of training data selection on the landslide susceptibility mapping: a comparison between support vector machine (SVM), logistic regression (LR) and artificial neural networks (ANN)

(2017) Bahareh Kalantar et al.   Geomatics Natural Hazards & Risk

A comparative study for landslide susceptibility mapping using GIS-based multi-criteria decision analysis (MCDA), logistic regression (LR) and association rule mining (ARM)

(2016) Arzu Erener et al.   ENGINEERING GEOLOGY

Random forests and evidential belief function-based landslide susceptibility assessment in Western Mazandaran Province, Iran

(2016) Hamid Reza Pourghasemi et al.   Environmental Earth Sciences

The relationship between the slope angle and the landslide size derived from limit equilibrium simulations

(2016) Xiao-Li Chen et al.   GEOMORPHOLOGY

Rain-triggered lahar susceptibility using a shallow landslide and surface erosion model

(2016) Stuart Mead et al.   GEOMORPHOLOGY

Application of frequency ratio, weights of evidence and evidential belief function models in landslide susceptibility mapping

(2016) Qingfeng Ding et al.   Geocarto International

A search grid for parameter optimization as a byproduct of model sensitivity analysis

(2015) Jan Verwaeren et al.   APPLIED MATHEMATICS AND COMPUTATION

Selecting optimal conditioning factors in shallow translational landslide susceptibility mapping using genetic algorithm

(2015) Taskin Kavzoglu et al.   ENGINEERING GEOLOGY

Assessment of susceptibility to earth-flow landslide using logistic regression and multivariate adaptive regression splines: A case of the Belice River basin (western Sicily, Italy)

(2015) Christian Conoscenti et al.   GEOMORPHOLOGY

Landslide susceptibility assessment at Wadi Jawrah Basin, Jizan region, Saudi Arabia using two bivariate models in GIS

(2015) Ahmed Mohamed Youssef et al.   GEOSCIENCES JOURNAL

Landslide susceptibility mapping using random forest, boosted regression tree, classification and regression tree, and general linear models and comparison of their performance at Wadi Tayyah Basin, Asir Region, Saudi Arabia

(2015) Ahmed Mohamed Youssef et al.   Landslides

Scaling properties of rainfall induced landslides predicted by a physically based model

(2014) Massimiliano Alvioli et al.   GEOMORPHOLOGY

Evaluating the effect of slope curvature on slope stability by a numerical analysis

(2013) Raj H. SHARMA   AUSTRALIAN JOURNAL OF EARTH SCIENCES

Online Rainfall Atlas of Hawai‘i

(2012) Thomas W. Giambelluca et al.   BULLETIN OF THE AMERICAN METEOROLOGICAL SOCIETY

Landslide inventory maps: New tools for an old problem

(2012) Fausto Guzzetti et al.   EARTH-SCIENCE REVIEWS

Spatial and temporal patterns of off-slope sediment delivery for small catchments subject to shallow landslides within the Waipaoa catchment, New Zealand

(2012) Katie E. Jones et al.   GEOMORPHOLOGY

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

Combining landslide susceptibility maps obtained from frequency ratio, logistic regression, and artificial neural network models using ASTER images and GIS

(2011) Jaewon Choi et al.   ENGINEERING GEOLOGY

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

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

Early warning of rainfall-induced shallow landslides and debris flows in the USA

(2009) Rex L. Baum et al.   Landslides