Novel Bayesian Additive Regression Tree Methodology for Flood Susceptibility Modeling

Effect of soil microstructure on the small-strain shear modulus of saline soil

(2021) Xingang Wang et al.   Arabian Journal of Geosciences

Flash-Flood Potential Mapping Using Deep Learning, Alternating Decision Trees and Data Provided by Remote Sensing Sensors

(2021) Romulus Costache et al.   SENSORS

Flood spatial prediction modeling using a hybrid of meta-optimization and support vector regression modeling

(2021) Mahdi Panahi et al.   CATENA

Bayesian additive regression trees with model trees

(2021) Estevão B. Prado et al.   STATISTICS AND COMPUTING

Deep Neural Network Utilizing Remote Sensing Datasets for Flood Hazard Susceptibility Mapping in Brisbane, Australia

(2021) Bahareh Kalantar et al.   Remote Sensing

Potential of Bayesian additive regression trees for predicting daily global and diffuse solar radiation in arid and humid areas

(2021) Wei Wu et al.   RENEWABLE ENERGY

Flood Detection and Susceptibility Mapping Using Sentinel-1 Remote Sensing Data and a Machine Learning Approach: Hybrid Intelligence of Bagging Ensemble Based on K-Nearest Neighbor Classifier

(2020) Himan Shahabi et al.   Remote Sensing

A Comparative Study of Kernel Logistic Regression, Radial Basis Function Classifier, Multinomial Naïve Bayes, and Logistic Model Tree for Flash Flood Susceptibility Mapping

(2020) Binh Thai Pham et al.   Water

GIS Based Hybrid Computational Approaches for Flash Flood Susceptibility Assessment

(2020) Binh Thai Pham et al.   Water

Identification of areas prone to flash-flood phenomena using multiple-criteria decision-making, bivariate statistics, machine learning and their ensembles

(2020) Romulus Costache et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Comparing performance of random forest and adaptive neuro-fuzzy inference system data mining models for flood susceptibility mapping

(2020) Mehdi Vafakhah et al.   Arabian Journal of Geosciences

Flood susceptibility assessment based on a novel random Naïve Bayes method: A comparison between different factor discretization methods

(2020) Xianzhe Tang et al.   CATENA

Flash flood susceptibility modelling using functional tree and hybrid ensemble techniques

(2020) Alireza Arabameri et al.   JOURNAL OF HYDROLOGY

Improvement of Best First Decision Trees Using Bagging and Dagging Ensembles for Flood Probability Mapping

(2020) Peyman Yariyan et al.   WATER RESOURCES MANAGEMENT

Flood susceptibility modeling in Teesta River basin, Bangladesh using novel ensembles of bagging algorithms

(2020) Swapan Talukdar et al.   STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT

Comparison of Machine Learning Methods for Mapping the Stand Characteristics of Temperate Forests Using Multi-Spectral Sentinel-2 Data

(2020) Kourosh Ahmadi et al.   Remote Sensing

Statistical comparison of additive regression tree methods on ecological grassland data

(2020) Emily Plant et al.   Ecological Informatics

A Comparative Assessment of Flood Susceptibility Modeling Using Multi-Criteria Decision-Making Analysis and Machine Learning Methods

(2019) Khabat Khosravi et al.   JOURNAL OF HYDROLOGY

Flash-flood Potential Index mapping using weights of evidence, decision Trees models and their novel hybrid integration

(2019) Romulus Costache   STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT

Prediction Success of Machine Learning Methods for Flash Flood Susceptibility Mapping in the Tafresh Watershed, Iran

(2019) Saeid Janizadeh et al.   Sustainability

Flash-flood hazard assessment using ensembles and Bayesian-based machine learning models: Application of the simulated annealing feature selection method

(2019) Farzaneh Sajedi Hosseini et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Bayesian Additive Regression Trees: A Review and Look Forward

(2019) Jennifer Hill et al.   Annual Review of Statistics and Its Application

A novel GIS-based ensemble technique for flood susceptibility mapping using evidential belief function and support vector machine: Brisbane, Australia

(2019) Mahyat Shafapour Tehrany et al.   PeerJ

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

Mapping flood susceptibility in an arid region of southern Iraq using ensemble machine learning classifiers: a comparative study

(2018) Alaa M. Al-Abadi   Arabian Journal of Geosciences

The application of a Dempster–Shafer-based evidential belief function in flood susceptibility mapping and comparison with frequency ratio and logistic regression methods

(2018) Mahyat Shafapour Tehrany et al.   Environmental Earth Sciences

Disaster damage detection through synergistic use of deep learning and 3D point cloud features derived from very high resolution oblique aerial images, and multiple-kernel-learning

(2018) Anand Vetrivel et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Multi-criteria approach to develop flood susceptibility maps in arid regions of Middle East

(2018) Shereif H. Mahmoud et al.   JOURNAL OF CLEANER PRODUCTION

Novel forecasting approaches using combination of machine learning and statistical models for flood susceptibility mapping

(2018) Hossein Shafizadeh-Moghadam et al.   JOURNAL OF ENVIRONMENTAL MANAGEMENT

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

Flood susceptibility assessment in Hengfeng area coupling adaptive neuro-fuzzy inference system with genetic algorithm and differential evolution

(2018) Haoyuan Hong et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Flood susceptibility assessment using integration of adaptive network-based fuzzy inference system (ANFIS) and biogeography-based optimization (BBO) and BAT algorithms (BA)

(2018) M. Ahmadlou et al.   Geocarto International

Novel Hybrid Evolutionary Algorithms for Spatial Prediction of Floods

(2018) Dieu Tien Bui et al.   Scientific Reports

Evaluation of flood susceptibility mapping using logistic regression and GIS conditioning factors

(2018) Ahmed E. M. Al-Juaidi et al.   Arabian Journal of Geosciences

A Novel Hybrid Swarm Optimized Multilayer Neural Network for Spatial Prediction of Flash Floods in Tropical Areas Using Sentinel-1 SAR Imagery and Geospatial Data

(2018) Phuong-Thao Ngo et al.   SENSORS

An ensemble prediction of flood susceptibility using multivariate discriminant analysis, classification and regression trees, and support vector machines

(2018) Bahram Choubin et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Urban flood risk mapping using the GARP and QUEST models: A comparative study of machine learning techniques

(2018) Hamid Darabi et al.   JOURNAL OF HYDROLOGY

Identifying the essential flood conditioning factors for flood prone area mapping using machine learning techniques

(2018) Mahyat Shafapour Tehrany et al.   CATENA

Assessment of urban flood susceptibility using semi-supervised machine learning model

(2018) Gang Zhao et al.   SCIENCE OF THE TOTAL ENVIRONMENT

A novel hybrid artificial intelligence approach for flood susceptibility assessment

(2017) Kamran Chapi et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Incorporating probabilistic approach into local multi-criteria decision analysis for flood susceptibility assessment

(2017) Zhongqian Tang et al.   STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT

GIS-based spatial prediction of flood prone areas using standalone frequency ratio, logistic regression, weight of evidence and their ensemble techniques

(2017) Mahyat Shafapour Tehrany et al.   Geomatics Natural Hazards & Risk

Flash flood susceptibility analysis and its mapping using different bivariate models in Iran: a comparison between Shannon’s entropy, statistical index, and weighting factor models

(2016) Khabat Khosravi et al.   ENVIRONMENTAL MONITORING AND ASSESSMENT

Nonparametric survival analysis using Bayesian Additive Regression Trees (BART)

(2016) Rodney A. Sparapani et al.   STATISTICS IN MEDICINE

Bayesian Additive Regression Tree Calibration of Complex High-Dimensional Computer Models

(2016) M. T. Pratola et al.   TECHNOMETRICS

Flood susceptibility assessment using GIS-based support vector machine model with different kernel types

(2015) Mahyat Shafapour Tehrany et al.   CATENA

Flood hazard risk assessment model based on random forest

(2015) Zhaoli Wang et al.   JOURNAL OF HYDROLOGY

Assessing spatial likelihood of flooding hazard using naïve Bayes and GIS: a case study in Bowen Basin, Australia

(2015) Rui Liu et al.   STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT

Flood susceptibility mapping using frequency ratio and weights-of-evidence models in the Golastan Province, Iran

(2015) Omid Rahmati et al.   Geocarto International

Flood susceptibility mapping using a novel ensemble weights-of-evidence and support vector machine models in GIS

(2014) Mahyat Shafapour Tehrany et al.   JOURNAL OF HYDROLOGY

Comparing the Export Coefficient Approach with the Soil and Water Assessment Tool to Predict Phosphorous Pollution: The Kan Watershed Case Study

(2014) Madjid Delkash et al.   WATER AIR AND SOIL POLLUTION

Multi-Criteria Analysis Framework for Potential Flood Prone Areas Mapping

(2014) G. Papaioannou et al.   WATER RESOURCES MANAGEMENT

Adaptive Flood Risk Management Under Climate Change Uncertainty Using Real Options and Optimization

(2013) Michelle Woodward et al.   RISK ANALYSIS

Collinearity: a review of methods to deal with it and a simulation study evaluating their performance

(2012) Carsten F. Dormann et al.   ECOGRAPHY

Flood vulnerability of the Karun River System and short-term mitigation measures

(2012) A. Heidari   Journal of Flood Risk Management

Cost–benefit analysis of water-reuse projects for environmental purposes: A case study for Spanish wastewater treatment plants

(2011) M. Molinos-Senante et al.   JOURNAL OF ENVIRONMENTAL MANAGEMENT

Techniques for evaluating the performance of landslide susceptibility models

(2009) Paolo Frattini et al.   ENGINEERING GEOLOGY

Effect of topographic data, geometric configuration and modeling approach on flood inundation mapping

(2009) Aaron Cook et al.   JOURNAL OF HYDROLOGY