Exploring the additional value of class imbalance distributions on interpretable flash flood susceptibility prediction in the Black Warrior River basin, Alabama, United States

Urban flood hazard mapping using machine learning models: GARP, RF, MaxEnt and NB

(2021) Mahya Norallahi et al.   Natural Hazards

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

(2021) Romulus Costache et al.   SENSORS

Spatial Modeling of Flood Probability Using Geo-Environmental Variables and Machine Learning Models, Case Study: Tajan Watershed, Iran

(2021) Mohammadtaghi Avand et al.   ADVANCES IN SPACE RESEARCH

Novel ensemble machine learning models in flood susceptibility mapping

(2021) Pankaj Prasad et al.   Geocarto International

Flash-flood susceptibility mapping based on XGBoost, Random Forest and Boosted Regression Trees

(2021) Rahebeh Abedi et al.   Geocarto International

Development of a novel hybrid multi-boosting neural network model for spatial prediction of urban flood

(2021) Hamid Darabi et al.   Geocarto International

Quantitative and semi-quantitative methods in flood hazard/susceptibility mapping: a review

(2021) Rofiat Bunmi Mudashiru et al.   Arabian Journal of Geosciences

An integrated framework for the comprehensive evaluation of low impact development strategies

(2021) Kerim Koc et al.   JOURNAL OF ENVIRONMENTAL MANAGEMENT

Flood susceptibility mapping by integrating frequency ratio and index of entropy with multilayer perceptron and classification and regression tree

(2021) Yi Wang et al.   JOURNAL OF ENVIRONMENTAL MANAGEMENT

A hybridized model based on neural network and swarm intelligence-grey wolf algorithm for spatial prediction of urban flood-inundation

(2021) Hamid Darabi et al.   JOURNAL OF HYDROLOGY

Machine learning predictions of nitrate in groundwater used for drinking supply in the conterminous United States

(2021) K.M. Ransom et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Disaggregation of future GCMs to generate IDF curves for the assessment of urban floods

(2021) H. Tayşi et al.   Journal of Water and Climate Change

Perceived risk and preferences of response and recovery actions of individuals living in a floodplain community

(2021) Luis-Angel Gomez-Cunya et al.   International Journal of Disaster Risk Reduction

Leveraging machine learning for predicting flash flood damage in the Southeast US

(2020) Atieh Alipour et al.   Environmental Research Letters

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

Maintenance intervention predictions using entity-embedding neural networks

(2020) Zaharah Allah Bukhsh et al.   AUTOMATION IN CONSTRUCTION

Flash flood susceptibility modelling using functional tree and hybrid ensemble techniques

(2020) Alireza Arabameri et al.   JOURNAL OF HYDROLOGY

An XGBoost-based casualty prediction method for terrorist attacks

(2020) Yi Feng et al.   Complex & Intelligent Systems

Machine learning-based seismic capability evaluation for school buildings

(2020) Nai-Wen Chi et al.   AUTOMATION IN CONSTRUCTION

Can deep learning algorithms outperform benchmark machine learning algorithms in flood susceptibility modeling?

(2020) Binh Thai Pham et al.   JOURNAL OF HYDROLOGY

Flood susceptibility prediction using four machine learning techniques and comparison of their performance at Wadi Qena Basin, Egypt

(2020) Bosy A. El-Haddad et al.   Natural Hazards

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

Flash Flood Susceptibility Modeling and Magnitude Index Using Machine Learning and Geohydrological Models: A Modified Hybrid Approach

(2020) Samy Elmahdy et al.   Remote Sensing

Modeling Spatial Flood using Novel Ensemble Artificial Intelligence Approaches in Northern Iran

(2020) Alireza Arabameri et al.   Remote Sensing

A New Hybrid Firefly–PSO Optimized Random Subspace Tree Intelligence for Torrential Rainfall-Induced Flash Flood Susceptible Mapping

(2020) Viet-Ha Nhu et al.   Remote Sensing

Deep learning neural networks for spatially explicit prediction of flash flood probability

(2020) Mahdi Panahi et al.   Geoscience Frontiers

Predicting flood susceptibility using LSTM neural networks

(2020) Zhice Fang et al.   JOURNAL OF HYDROLOGY

Flash flood susceptibility mapping using a novel deep learning model based on deep belief network, back propagation and genetic algorithm

(2020) Himan Shahabi et al.   Geoscience Frontiers

Flash Flood Risk Analysis Based on Machine Learning Techniques in the Yunnan Province, China

(2019) Meihong Ma et al.   Remote Sensing

A new intelligence approach based on GIS-based Multivariate Adaptive Regression Splines and metaheuristic optimization for predicting flash flood susceptible areas at high-frequency tropical typhoon area

(2019) Dieu Tien Bui et al.   JOURNAL OF HYDROLOGY

A novel deep learning neural network approach for predicting flash flood susceptibility: A case study at a high frequency tropical storm area

(2019) Dieu Tien Bui et al.   SCIENCE OF THE TOTAL ENVIRONMENT

GCN250, new global gridded curve numbers for hydrologic modeling and design

(2019) Hadi H. Jaafar et al.   Scientific Data

Comparative assessment of the flash-flood potential within small mountain catchments using bivariate statistics and their novel hybrid integration with machine learning models

(2019) Romulus Costache et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Spatial prediction of flood potential using new ensembles of bivariate statistics and artificial intelligence: A case study at the Putna river catchment of Romania

(2019) Romulus Costache et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Machine learning predictive model based on national data for fatal accidents of construction workers

(2019) Jongko Choi et al.   AUTOMATION IN CONSTRUCTION

Verification of novel integrations of swarm intelligence algorithms into deep learning neural network for flood susceptibility mapping

(2019) Quang-Thanh Bui et al.   JOURNAL OF HYDROLOGY

Integrated machine learning methods with resampling algorithms for flood susceptibility prediction

(2019) Esmaeel Dodangeh et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Comparison of new generation low-complexity flood inundation mapping tools with a hydrodynamic model

(2018) Shahab Afshari et al.   JOURNAL OF HYDROLOGY

Treating stochasticity of olive-fruit fly’s outbreaks via machine learning algorithms

(2018) Romanos Kalamatianos et al.   NEUROCOMPUTING

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-induced mortality across the globe: Spatiotemporal pattern and influencing factors

(2018) Pan Hu 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

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

Predictive modelling for solar thermal energy systems: A comparison of support vector regression, random forest, extra trees and regression trees

(2018) Muhammad Waseem Ahmad et al.   JOURNAL OF CLEANER PRODUCTION

Flood hazards and perceptions – A comparative study of two cities in Alabama

(2018) Wanyun Shao et al.   JOURNAL OF HYDROLOGY

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

Contribution of Tropical Cyclones to Rainfall at the Global Scale

(2017) Abdou Khouakhi et al.   JOURNAL OF CLIMATE

Identification of Critical Flood Prone Areas in Data-Scarce and Ungauged Regions: A Comparison of Three Data Mining Models

(2017) Omid Rahmati et al.   WATER RESOURCES MANAGEMENT

Hybrid artificial intelligence approach based on neural fuzzy inference model and metaheuristic optimization for flood susceptibilitgy modeling in a high-frequency tropical cyclone area using GIS

(2016) Dieu Tien Bui et al.   JOURNAL OF HYDROLOGY

Flood hazard and risk assessment of 2014 floods in Kashmir Valley: a space-based multisensor approach

(2016) Rajesh Kumar et al.   NATURAL HAZARDS

A methodology for flood susceptibility and vulnerability analysis in complex flood scenarios

(2016) F. Dottori et al.   Journal of Flood Risk Management

Flood susceptibility analysis and its verification using a novel ensemble support vector machine and frequency ratio method

(2015) Mahyat Shafapour Tehrany et al.   STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT

Flood-induced vulnerabilities and problems encountered by women in northern Bangladesh

(2014) Abul Kalam Azad et al.   International Journal of Disaster Risk Science

Cuckoo Optimization Algorithm

(2011) Ramin Rajabioun   APPLIED SOFT COMPUTING

Relationships between Arctic shrub dynamics and topographically derived hydrologic characteristics

(2011) Adam T Naito et al.   Environmental Research Letters

A hillslope forest floor (duff) water budget and the transition to local control

(2010) D. M. Keith et al.   HYDROLOGICAL PROCESSES

Flood Fatalities in the United States

(2008) Sharon T. Ashley et al.   Journal of Applied Meteorology and Climatology