Multi-Hazard Exposure Mapping Using Machine Learning for the State of Salzburg, Austria

Hybridized neural fuzzy ensembles for dust source modeling and prediction

(2020) Omid Rahmati et al.   ATMOSPHERIC ENVIRONMENT

Assessing and mapping multi-hazard risk susceptibility using a machine learning technique

(2020) Hamid Reza Pourghasemi et al.   Scientific Reports

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

Comparisons of Diverse Machine Learning Approaches for Wildfire Susceptibility Mapping

(2020) Khalil Gholamnia et al.   Symmetry-Basel

Machine learning methods for landslide susceptibility studies: A comparative overview of algorithm performance

(2020) Abdelaziz Merghadi et al.   EARTH-SCIENCE REVIEWS

Optimization of Computational Intelligence Models for Landslide Susceptibility Evaluation

(2020) Xia Zhao et al.   Remote Sensing

Evaluation of deep learning algorithms for national scale landslide susceptibility mapping of Iran

(2020) Phuong Thao Thi Ngo et al.   Geoscience Frontiers

Spatial prediction of groundwater potential mapping based on convolutional neural network (CNN) and support vector regression (SVR)

(2020) Mahdi Panahi et al.   JOURNAL OF HYDROLOGY

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

(2020) Binh Thai Pham et al.   CATENA

Evaluation of Different Machine Learning Methods and Deep-Learning Convolutional Neural Networks for Landslide Detection

(2019) Omid Ghorbanzadeh et al.   Remote Sensing

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

Hybrid artificial intelligence models based on a neuro-fuzzy system and metaheuristic optimization algorithms for spatial prediction of wildfire probability

(2019) Abolfazl Jaafari et al.   AGRICULTURAL AND FOREST METEOROLOGY

A comparison of statistical methods and multi-criteria decision making to map flood hazard susceptibility in Northern Iran

(2019) Alireza Arabameri et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Assessing flood probability for transportation infrastructure based on catchment characteristics, sediment connectivity and remotely sensed soil moisture

(2019) Zahra Kalantari et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Flood Spatial Modeling in Northern Iran Using Remote Sensing and GIS: A Comparison between Evidential Belief Functions and Its Ensemble with a Multivariate Logistic Regression Model

(2019) Duie Tien Bui et al.   Remote Sensing

Landslide Susceptibility Mapping for the Muchuan County (China): A Comparison Between Bivariate Statistical Models (WoE, EBF, and IoE) and Their Ensembles with Logistic Regression

(2019) Renwei Li et al.   Symmetry-Basel

Multi-Hazard Exposure Mapping Using Machine Learning Techniques: A Case Study from Iran

(2019) Omid Rahmati et al.   Remote Sensing

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

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

Landslide Detection Using Multi-Scale Image Segmentation and Different Machine Learning Models in the Higher Himalayas

(2019) Sepideh Tavakkoli Piralilou et al.   Remote Sensing

Is multi-hazard mapping effective in assessing natural hazards and integrated watershed management?

(2019) Hamid Reza Pourghasemi et al.   Geoscience Frontiers

Flood susceptibility mapping by ensemble evidential belief function and binomial logistic regression model on river basin of eastern India

(2019) Indrajit Chowdhuri et al.   ADVANCES IN SPACE RESEARCH

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

(2019) Yang Li et al.   Water

Landslide Susceptibility Mapping for Austria Using Geons and Optimization with the Dempster-Shafer Theory

(2019) Thimmaiah Gudiyangada Nachappa et al.   Applied Sciences-Basel

Prediction of the landslide susceptibility: Which algorithm, which precision?

(2018) Hamid Reza Pourghasemi et al.   CATENA

Pan-European landslide susceptibility mapping: ELSUS Version 2

(2018) Martina Wilde et al.   Journal of Maps

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

A Comparison of Support Vector Machines and Bayesian Algorithms for Landslide Susceptibility Modeling

(2018) Binh Thai Pham et al.   Geocarto International

Improving Landslide Detection from Airborne Laser Scanning Data Using Optimized Dempster–Shafer

(2018) Mustafa Mezaal et al.   Remote Sensing

A new GIS-based data mining technique using an adaptive neuro-fuzzy inference system (ANFIS) and k-fold cross-validation approach for land subsidence susceptibility mapping

(2018) Omid Ghorbanzadeh et al.   NATURAL HAZARDS

A Modified Change Vector Approach for Quantifying Land Cover Change

(2018) Ru Xu et al.   Remote Sensing

Flood Prediction Using Machine Learning Models: Literature Review

(2018) Amir Mosavi et al.   Water

A novel hybrid artificial intelligence approach for flood susceptibility assessment

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

Correction to: Landslide susceptibility mapping of the Sera River Basin using logistic regression model

(2017) Nussaïbah B. Raja et al.   NATURAL HAZARDS

The role of land use changes in the distribution of shallow landslides

(2017) Maria Giuseppina Persichillo et al.   SCIENCE OF THE TOTAL ENVIRONMENT

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

Modelling the spatial variability of wildfire susceptibility in Honduras using remote sensing and geographical information systems

(2017) Miguel Conrado Valdez et al.   Geomatics Natural Hazards & Risk

Landslide susceptibility assessment using frequency ratio, statistical index and certainty factor models for the Gangu County, China

(2016) Yanli Wu et al.   Arabian Journal of Geosciences

Comparison of a logistic regression and Naïve Bayes classifier in landslide susceptibility assessments: The influence of models complexity and training dataset size

(2016) Paraskevas Tsangaratos et al.   CATENA

Landslide susceptibility mapping using analytical hierarchy process (AHP) in Tehri reservoir rim region, Uttarakhand

(2016) Rohan Kumar et al.   JOURNAL OF THE GEOLOGICAL SOCIETY OF INDIA

A GIS-based flood susceptibility assessment and its mapping in Iran: a comparison between frequency ratio and weights-of-evidence bivariate statistical models with multi-criteria decision-making technique

(2016) Khabat Khosravi et al.   NATURAL HAZARDS

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

Evaluating machine learning and statistical prediction techniques for landslide susceptibility modeling

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

Random Forest and Rotation Forest for fully polarized SAR image classification using polarimetric and spatial features

(2015) Peijun Du et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Spatial prediction models for shallow landslide hazards: a comparative assessment of the efficacy of support vector machines, artificial neural networks, kernel logistic regression, and logistic model tree

(2015) Dieu Tien Bui et al.   Landslides

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

(2015) Omid Rahmati et al.   Geocarto International

Flood hazard zoning in Yasooj region, Iran, using GIS and multi-criteria decision analysis

(2015) Omid Rahmati et al.   Geomatics Natural Hazards & Risk

Earthquake induced landslide susceptibility mapping using an integrated ensemble frequency ratio and logistic regression models in West Sumatera Province, Indonesia

(2014) Zahrul Umar et al.   CATENA

Application of GIS based data driven evidential belief function model to predict groundwater potential zonation

(2014) Haleh Nampak et al.   JOURNAL OF HYDROLOGY

Landslide susceptibility mapping at central Zab basin, Iran: A comparison between analytical hierarchy process, frequency ratio and logistic regression models

(2013) Himan Shahabi et al.   CATENA

A method for mapping flood hazard along roads

(2013) Zahra Kalantari et al.   JOURNAL OF ENVIRONMENTAL MANAGEMENT

Spatial prediction of flood susceptible areas using rule based decision tree (DT) and a novel ensemble bivariate and multivariate statistical models in GIS

(2013) Mahyat Shafapour Tehrany et al.   JOURNAL OF HYDROLOGY

Landslide susceptibility mapping using GIS-based multi-criteria decision analysis, support vector machines, and logistic regression

(2013) Taskin Kavzoglu et al.   Landslides

Evaluation of the environmental impacts of extreme floods in the Evros River basin using Contingent Valuation Method

(2013) V. Markantonis et al.   NATURAL HAZARDS

21st century climate change in the European Alps—A review

(2013) Andreas Gobiet et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Global flood risk under climate change

(2013) Yukiko Hirabayashi et al.   Nature Climate Change

Landslide inventory maps: New tools for an old problem

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

Detection of urban irregular development and green space destruction using normalized difference vegetation index (NDVI), principal component analysis (PCA) and post classification methods: A case study of Saqqez city

(2012) Himan Shahabi   International Journal of Physical Sciences

Landslide susceptibility mapping at Golestan Province, Iran: A comparison between frequency ratio, Dempster–Shafer, and weights-of-evidence models

(2012) Majid Mohammady 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

Challenges of analyzing multi-hazard risk: a review

(2012) Melanie S. Kappes et al.   NATURAL HAZARDS

Spatiotemporal dynamics: the need for an innovative approach in mountain hazard risk management

(2012) Sven Fuchs et al.   NATURAL HAZARDS

Joint Monte Carlo and possibilistic simulation for flood damage assessment

(2012) J. J. Yu et al.   STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT

A comparative assessment of prediction capabilities of Dempster–Shafer and Weights-of-evidence models in landslide susceptibility mapping using GIS

(2012) HamidReza Pourghasemi et al.   Geomatics Natural Hazards & Risk

Flash flood risk estimation along the St. Katherine road, southern Sinai, Egypt using GIS based morphometry and satellite imagery

(2010) Ahmed M. Youssef et al.   Environmental Earth Sciences

Assessing river flood risk and adaptation in Europe—review of projections for the future

(2010) Zbigniew W. Kundzewicz et al.   Mitigation and Adaptation Strategies for Global Change

Anomaly detection in streaming environmental sensor data: A data-driven modeling approach

(2009) David J. Hill et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Utilization of optical remote sensing data and geographic information system tools for regional landslide hazard analysis by using binomial logistic regression model

(2008) Sarol Lee   Journal of Applied Remote Sensing

Avalanche cycles in Austria: an analysis of the major events in the last 50 years

(2008) Peter Höller   NATURAL HAZARDS