Landslide Susceptibility Evaluation Using Hybrid Integration of Evidential Belief Function and Machine Learning Techniques

Novel Hybrid Integration Approach of Bagging-Based Fisher’s Linear Discriminant Function for Groundwater Potential Analysis

(2019) Wei Chen et al.   Natural Resources Research

Spatial prediction of landslide susceptibility by combining evidential belief function, logistic regression and logistic model tree

(2019) Wei Chen et al.   Geocarto International

Novel Entropy and Rotation Forest-Based Credal Decision Tree Classifier for Landslide Susceptibility Modeling

(2019) Qingfeng He et al.   Entropy

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

Spatial pattern analysis and prediction of forest fire using new machine learning approach of Multivariate Adaptive Regression Splines and Differential Flower Pollination optimization: A case study at Lao Cai province (Viet Nam)

(2019) Dieu Tien Bui et al.   JOURNAL OF ENVIRONMENTAL MANAGEMENT

Spatial prediction of groundwater potentiality using ANFIS ensembled with teaching-learning-based and biogeography-based optimization

(2019) Wei Chen et al.   JOURNAL OF HYDROLOGY

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

Ionic composition, geological signature and environmental impacts of coalbed methane produced water in China

(2019) Chen Guo et al.   Energy Sources Part A-Recovery Utilization and Environmental Effects

GIS-based landslide susceptibility mapping using hybrid integration approaches of fractal dimension with index of entropy and support vector machine

(2019) Ting-yu Zhang et al.   Journal of Mountain Science

Flood susceptibility modelling using novel hybrid approach of reduced-error pruning trees with bagging and random subspace ensembles

(2019) Wei Chen et al.   JOURNAL OF HYDROLOGY

Groundwater spring potential mapping using population-based evolutionary algorithms and data mining methods

(2019) Wei Chen et al.   SCIENCE OF THE TOTAL ENVIRONMENT

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

Flood susceptibility mapping in Dingnan County (China) using adaptive neuro-fuzzy inference system with biogeography based optimization and imperialistic competitive algorithm

(2019) Yi Wang et al.   JOURNAL OF ENVIRONMENTAL MANAGEMENT

A step beyond landslide susceptibility maps: a simple method to investigate and explain the different outcomes obtained by different approaches

(2019) Ting Xiao et al.   Landslides

Modeling flood susceptibility using data-driven approaches of naïve Bayes tree, alternating decision tree, and random forest methods

(2019) Wei Chen et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Spatial Prediction of Landslides Using Hybrid Integration of Artificial Intelligence Algorithms with Frequency Ratio and Index of Entropy in Nanzheng County, China

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

GIS-Based Evaluation of Landslide Susceptibility Models Using Certainty Factors and Functional Trees-Based Ensemble Techniques

(2019) Xia Zhao et al.   Applied Sciences-Basel

Spatial prediction of landslide susceptibility using data mining-based kernel logistic regression, naive Bayes and RBFNetwork models for the Long County area (China)

(2018) Wei Chen et al.   Bulletin of Engineering Geology and the Environment

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

GIS-based landslide susceptibility evaluation using a novel hybrid integration approach of bivariate statistical based random forest method

(2018) Wei Chen et al.   CATENA

Review on landslide susceptibility mapping using support vector machines

(2018) Yu Huang 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

Application of analytic hierarchy process, frequency ratio, and statistical index to landslide susceptibility: an approach to endangered cultural heritage

(2018) Ionut Cristi Nicu   Environmental Earth Sciences

Developing a landslide susceptibility map based on remote sensing, fuzzy logic and expert knowledge of the Island of Lefkada, Greece

(2018) Paraskevas Tsangaratos et al.   Environmental Earth Sciences

Spatial prediction of landslides using a hybrid machine learning approach based on Random Subspace and Classification and Regression Trees

(2018) Binh Thai Pham 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

Comparison and evaluation of landslide susceptibility maps obtained from weight of evidence, logistic regression, and artificial neural network models

(2018) Christos Polykretis et al.   NATURAL HAZARDS

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

Performance evaluation of the GIS-based data mining techniques of best-first decision tree, random forest, and naïve Bayes tree for landslide susceptibility modeling

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

Enhancing Prediction Performance of Landslide Susceptibility Model Using Hybrid Machine Learning Approach of Bagging Ensemble and Logistic Model Tree

(2018) Xuan Truong et al.   Applied Sciences-Basel

Comparison of landslide susceptibility maps using random forest and multivariate adaptive regression spline models in combination with catchment map units

(2018) Lei Chu et al.   GEOSCIENCES JOURNAL

Novel hybrid artificial intelligence approach of bivariate statistical-methods-based kernel logistic regression classifier for landslide susceptibility modeling

(2018) Wei Chen et al.   Bulletin of Engineering Geology and the Environment

Hybrid Integration Approach of Entropy with Logistic Regression and Support Vector Machine for Landslide Susceptibility Modeling

(2018) Tingyu Zhang et al.   Entropy

A Novel Hybrid Approach of Landslide Susceptibility Modeling Using Rotation Forest Ensemble and Different Base Classifiers

(2018) Binh Thai Pham et al.   Geocarto International

Evaluating the application of the statistical index method in flood susceptibility mapping and its comparison with frequency ratio and logistic regression methods

(2018) Mahyat Shafapour Tehrany et al.   Geomatics Natural Hazards & Risk

Landslide Susceptibility Modeling Based on GIS and Novel Bagging-Based Kernel Logistic Regression

(2018) Wei Chen et al.   Applied Sciences-Basel

Landslide susceptibility modeling using Reduced Error Pruning Trees and different ensemble techniques: Hybrid machine learning approaches

(2018) Binh Thai Pham et al.   CATENA

Landslide susceptibility assessment using a novel hybrid model of statistical bivariate methods (FR and WOE) and adaptive neuro-fuzzy inference system (ANFIS) at southern Zagros Mountains in Iran

(2017) Iman Nasiri Aghdam et al.   Environmental Earth Sciences

A novel hybrid integration model using support vector machines and random subspace for weather-triggered landslide susceptibility assessment in the Wuning area (China)

(2017) Haoyuan Hong et al.   Environmental Earth Sciences

A Tool for Classification and Regression Using Random Forest Methodology: Applications to Landslide Susceptibility Mapping and Soil Thickness Modeling

(2017) Daniela Lagomarsino et al.   ENVIRONMENTAL MODELING & ASSESSMENT

Plant-soil reinforcement response under different soil hydrological regimes

(2017) Alejandro Gonzalez-Ollauri et al.   GEODERMA

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

Evaluating effectiveness of frequency ratio, fuzzy logic and logistic regression models in assessing landslide susceptibility: a case from Rudraprayag district, India

(2017) Mehebub Sahana et al.   Journal of Mountain Science

Assessment of Gully Erosion Susceptibility Using Multivariate Adaptive Regression Splines and Accounting for Terrain Connectivity

(2017) Christian Conoscenti et al.   LAND DEGRADATION & DEVELOPMENT

Verification of static signature pattern based on random subspace, REP tree and bagging

(2017) Subhash Chandra et al.   MULTIMEDIA TOOLS AND APPLICATIONS

GIS-based landslide susceptibility modelling: a comparative assessment of kernel logistic regression, Naïve-Bayes tree, and alternating decision tree models

(2017) Wei Chen et al.   Geomatics Natural Hazards & Risk

A novel hybrid artificial intelligence approach based on the rotation forest ensemble and naïve Bayes tree classifiers for a landslide susceptibility assessment in Langao County, China

(2017) Wei Chen et al.   Geomatics Natural Hazards & Risk

Seasonal Variations of Mercury Levels in Selected Medicinal Plants Originating from Poland

(2016) M. Ordak et al.   BIOLOGICAL TRACE ELEMENT RESEARCH

Evaluation of a combined spatial multi-criteria evaluation model and deterministic model for landslide susceptibility mapping

(2016) A.M.S. Pradhan et al.   CATENA

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

(2016) Clarice Romer et al.   ENGINEERING GEOLOGY

GIS-based modeling of rainfall-induced landslides using data mining-based functional trees classifier with AdaBoost, Bagging, and MultiBoost ensemble frameworks

(2016) Dieu Tien Bui et al.   Environmental Earth Sciences

Landslide susceptibility mapping using an ensemble statistical index (Wi) and adaptive neuro-fuzzy inference system (ANFIS) model at Alborz Mountains (Iran)

(2016) Iman Nasiri Aghdam et al.   Environmental Earth Sciences

Application of analytic hierarchy process model for landslide susceptibility mapping in the Gangu County, Gansu Province, China

(2016) Yanli Wu et al.   Environmental Earth Sciences

Rotation forest fuzzy rule-based classifier ensemble for spatial prediction of landslides using GIS

(2016) Binh Thai Pham et al.   NATURAL HAZARDS

A new hybrid model using step-wise weight assessment ratio analysis (SWARA) technique and adaptive neuro-fuzzy inference system (ANFIS) for regional landslide hazard assessment in Iran

(2015) Alireza Dehnavi et al.   CATENA

Spatial prediction of landslide hazard at the Yihuang area (China) using two-class kernel logistic regression, alternating decision tree and support vector machines

(2015) Haoyuan Hong et al.   CATENA

A comparative study of landslide susceptibility maps using logistic regression, frequency ratio, decision tree, weights of evidence and artificial neural network

(2015) Liang-Jie Wang et al.   GEOSCIENCES JOURNAL

Random Subspace Ensembles for Hyperspectral Image Classification With Extended Morphological Attribute Profiles

(2015) Junshi Xia et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

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

GIS-based frequency ratio and index of entropy models for landslide susceptibility assessment in the Caspian forest, northern Iran

(2014) A. Jaafari et al.   International Journal of Environmental Science and Technology

Land subsidence susceptibility mapping at Kinta Valley (Malaysia) using the evidential belief function model in GIS

(2014) Biswajeet Pradhan et al.   NATURAL HAZARDS

Why fine tree roots are stronger than thicker roots: The role of cellulose and lignin in relation to slope stability

(2013) Chao-Bo Zhang et al.   GEOMORPHOLOGY

Denudation processes and landforms map of the Camastra River catchment (Basilicata – South Italy)

(2013) Massimo Conforti et al.   Journal of Maps

Landslide susceptibility mapping at Zonouz Plain, Iran using genetic programming and comparison with frequency ratio, logistic regression, and artificial neural network models

(2013) Vahid Nourani et al.   NATURAL HAZARDS

Using random subspace method for prediction and variable importance assessment in linear regression

(2012) Jan Mielniczuk et al.   COMPUTATIONAL STATISTICS & DATA ANALYSIS

Application of an evidential belief function model in landslide susceptibility mapping

(2012) Omar F. Althuwaynee et al.   COMPUTERS & GEOSCIENCES

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

Detection of landslides using web-based aerial photographs and landslide susceptibility mapping using geospatial analysis

(2012) Saro Lee et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

A comparative study of frequency ratio, weights of evidence and logistic regression methods for landslide susceptibility mapping: Sultan Mountains, SW Turkey

(2012) Adnan Ozdemir et al.   JOURNAL OF ASIAN EARTH SCIENCES

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

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

A comparison of landslide susceptibility mapping of the eastern part of the North Anatolian Fault Zone (Turkey) by likelihood-frequency ratio and analytic hierarchy process methods

(2012) Gökhan Demir et al.   NATURAL HAZARDS

Regional prediction of landslide hazard using probability analysis of intense rainfall in the Hoa Binh province, Vietnam

(2012) Dieu Tien Bui et al.   NATURAL HAZARDS

Landslide susceptibility analysis using probabilistic likelihood ratio model—a geospatial-based study

(2011) E. Ramani Sujatha et al.   Arabian Journal of Geosciences

Assessing landslide vulnerability from soil characteristics—a GIS-based analysis

(2011) L. P. Sharma et al.   Arabian Journal of Geosciences

Landslides induced by the Wenchuan earthquake and the subsequent strong rainfall event: A case study in the Beichuan area of China

(2011) Chuan Tang et al.   ENGINEERING GEOLOGY

GIS-based landslide susceptibility mapping using bivariate statistical analysis in Devrek (Zonguldak-Turkey)

(2011) Cagatay Yilmaz et al.   Environmental Earth Sciences

A comparison of landslide susceptibility maps produced by logistic regression, multi-criteria decision, and likelihood ratio methods: a case study at İzmir, Turkey

(2011) Aykut Akgun   Landslides

Landslide susceptibility analysis in the Hoa Binh province of Vietnam using statistical index and logistic regression

(2011) Dieu Tien Bui et al.   NATURAL HAZARDS

Combining bagging, boosting, rotation forest and random subspace methods

(2010) Sotiris Kotsiantis   ARTIFICIAL INTELLIGENCE REVIEW

Comparison and ranking of different modelling techniques for prediction of site index in Mediterranean mountain forests

(2010) Wim Aertsen et al.   ECOLOGICAL MODELLING

Comparing predictive capability of statistical and deterministic methods for landslide susceptibility mapping: a case study in the northern Apennines (Reggio Emilia Province, Italy)

(2010) Federico Cervi et al.   Landslides

A case study from Koyulhisar (Sivas-Turkey) for landslide susceptibility mapping by artificial neural networks

(2009) Işık Yilmaz   Bulletin of Engineering Geology and the Environment

Landslide susceptibility assessment and factor effect analysis: backpropagation artificial neural networks and their comparison with frequency ratio and bivariate logistic regression modelling

(2009) Biswajeet Pradhan et al.   ENVIRONMENTAL MODELLING & SOFTWARE

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

(2008) Robin Fell et al.   ENGINEERING GEOLOGY

GIS-based landslide susceptibility mapping using analytical hierarchy process and bivariate statistics in Ardesen (Turkey): Comparisons of results and confirmations

(2007) Ali Yalcin   CATENA

Comparing landslide inventory maps

(2007) Mirco Galli et al.   GEOMORPHOLOGY

Landslide susceptibility mapping for a part of tectonic Kelkit Valley (Eastern Black Sea region of Turkey)

(2007) Hakan A. Nefeslioglu et al.   GEOMORPHOLOGY