Landslide susceptibility zonation method based on C5.0 decision tree and K-means cluster algorithms to improve the efficiency of risk management

Fast physically-based model for rainfall-induced landslide susceptibility assessment at regional scale

(2021) Vicente Medina et al.   CATENA

Landslide susceptibility assessment in complex geological settings: sensitivity to geological information and insights on its parameterization

(2020) Samuele Segoni et al.   Landslides

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

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

(2020) Faming Huang et al.   CATENA

Effects of rainfall on surface environment and morphological characteristics in the Loess Plateau

(2020) Heping Shu et al.   ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH

Investigation and analysis of the Xiangning landslide in Shanxi Province, China

(2020) B. Zhao et al.   NATURAL HAZARDS

Optimization of Computational Intelligence Models for Landslide Susceptibility Evaluation

(2020) Xia Zhao et al.   Remote Sensing

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

Formation mechanism analysis of irrigation-induced retrogressive loess landslides

(2020) Baoqin Lian et al.   CATENA

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

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

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

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

(2019) Faming Huang et al.   Landslides

Landslide Susceptibility Assessment by Novel Hybrid Machine Learning Algorithms

(2019) Pham et al.   Sustainability

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

Relation between land cover and landslide susceptibility in Val d'Aran, Pyrenees (Spain): Historical aspects, present situation and forward prediction

(2019) Heping Shu et al.   SCIENCE OF THE TOTAL ENVIRONMENT

How do machine learning techniques help in increasing accuracy of landslide susceptibility maps?

(2019) Yacine Achour et al.   Geoscience Frontiers

Comparison of machine learning models for gully erosion susceptibility mapping

(2019) Alireza Arabameri et al.   Geoscience Frontiers

Application of alternating decision tree with AdaBoost and bagging ensembles for landslide susceptibility mapping

(2019) Yanli Wu et al.   CATENA

Landslide susceptibility modeling applying machine learning methods: A case study from Longju in the Three Gorges Reservoir area, China

(2018) Chao Zhou et al.   COMPUTERS & GEOSCIENCES

A review of statistically-based landslide susceptibility models

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

Distribution and characteristics of landslide in Loess Plateau: A case study in Shaanxi province

(2018) Jianqi Zhuang et al.   ENGINEERING GEOLOGY

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

(2018) R. Schlögel et al.   GEOMORPHOLOGY

Comparison of GIS-based landslide susceptibility models using frequency ratio, logistic regression, and artificial neural network in a tertiary region of Ambon, Indonesia

(2018) Aril Aditian et al.   GEOMORPHOLOGY

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

Inventory and Spatial Distribution of Landslides Triggered by the 8th August 2017 MW 6.5 Jiuzhaigou Earthquake, China

(2018) Yingying Tian et al.   Journal of Earth Science

A ROC analysis-based classification method for landslide susceptibility maps

(2018) Isidro Cantarino et al.   Landslides

Regional-scale landslide susceptibility modelling in the Cordillera Blanca, Peru—a comparison of different approaches

(2018) E. Bueechi et al.   Landslides

Distribution and genetic types of loess landslides in China

(2018) Jianbing Peng et al.   JOURNAL OF ASIAN EARTH SCIENCES

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

(2017) Faming Huang et al.   ENGINEERING GEOLOGY

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

Mapping landslide susceptibility using data-driven methods

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

Statistical and spatial analysis of landslide susceptibility maps with different classification systems

(2016) Cristina Baeza et al.   Environmental Earth Sciences

Evaluating machine learning and statistical prediction techniques for landslide susceptibility modeling

(2015) J.N. Goetz et al.   COMPUTERS & GEOSCIENCES

Enriching Great Britain's National Landslide Database by searching newspaper archives

(2015) Faith E. Taylor et al.   GEOMORPHOLOGY

Landslide susceptibility mapping using a modified decision tree classifier in the Xanthi Perfection, Greece

(2015) Paraskevas Tsangaratos et al.   Landslides

Landslide susceptibility mapping by comparing the WLC and WofE multi-criteria methods in the West Crete Island, Greece

(2014) M. Kouli et al.   Environmental Earth Sciences

Landslide susceptibility mapping using multi-criteria evaluation techniques in Chittagong Metropolitan Area, Bangladesh

(2014) Bayes Ahmed   Landslides

A GIS based spatially-explicit sensitivity and uncertainty analysis approach for multi-criteria decision analysis

(2013) Bakhtiar Feizizadeh et al.   COMPUTERS & GEOSCIENCES

Landslide susceptibility mapping based on rough set theory and support vector machines: A case of the Three Gorges area, China

(2013) Ling Peng et al.   GEOMORPHOLOGY

The Varnes classification of landslide types, an update

(2013) Oldrich Hungr et al.   Landslides

A comparative study on the predictive ability of the decision tree, support vector machine and neuro-fuzzy models in landslide susceptibility mapping using GIS

(2012) Biswajeet Pradhan   COMPUTERS & GEOSCIENCES

Landslide inventory maps: New tools for an old problem

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

Landslide susceptibility assessment in the Hoa Binh province of Vietnam: A comparison of the Levenberg–Marquardt and Bayesian regularized neural networks

(2012) Dieu Tien Bui et al.   GEOMORPHOLOGY

Mapping landslide susceptibility with logistic regression, multiple adaptive regression splines, classification and regression trees, and maximum entropy methods: a comparative study

(2012) Ángel M. Felicísimo et al.   Landslides

A GIS-based comparative study of frequency ratio, analytical hierarchy process, bivariate statistics and logistics regression methods for landslide susceptibility mapping in Trabzon, NE Turkey

(2011) A. Yalcin et al.   CATENA

Integrating physical and empirical landslide susceptibility models using generalized additive models

(2011) Jason N. Goetz et al.   GEOMORPHOLOGY

An analysis of landslide susceptibility zonation using a subjective geomorphic mapping and existing landslides

(2010) Mihai Pavel et al.   COMPUTERS & GEOSCIENCES

Use of GIS-based fuzzy logic relations and its cross application to produce landslide susceptibility maps in three test areas in Malaysia

(2010) Biswajeet Pradhan   Environmental Earth Sciences

Techniques for evaluating the performance of landslide susceptibility models

(2009) Paolo Frattini et al.   ENGINEERING GEOLOGY

Controlling factors of loess landslides in western China

(2009) M. Zhang et al.   Environmental Earth Sciences

Comparison of two landslide susceptibility assessments in the Champagne–Ardenne region (France)

(2009) M. Van Den Eeckhaut et al.   GEOMORPHOLOGY

Optimal landslide susceptibility zonation based on multiple forecasts

(2009) Mauro Rossi et al.   GEOMORPHOLOGY

Susceptibility analysis of shallow landslides source areas using physically based models

(2009) Giuseppe Sorbino et al.   NATURAL HAZARDS

Landslide susceptibility mapping using frequency ratio, logistic regression, artificial neural networks and their comparison: A case study from Kat landslides (Tokat—Turkey)

(2008) Işık Yilmaz   COMPUTERS & GEOSCIENCES

Guidelines for landslide susceptibility, hazard and risk zoning for land use planning

(2008) Robin Fell et al.   ENGINEERING GEOLOGY

Landslide susceptibility mapping based on Support Vector Machine: A case study on natural slopes of Hong Kong, China

(2008) X. Yao et al.   GEOMORPHOLOGY

Using Kaplan–Meier analysis together with decision tree methods (C&RT, CHAID, QUEST, C4.5 and ID3) in determining recurrence-free survival of breast cancer patients

(2007) Mevlut Ture et al.   EXPERT SYSTEMS WITH APPLICATIONS

Artificial neural networks and cluster analysis in landslide susceptibility zonation

(2007) C. Melchiorre et al.   GEOMORPHOLOGY