Spatial Modeling of Snow Avalanche Using Machine Learning Models and Geo-Environmental Factors: Comparison of Effectiveness in Two Mountain Regions

Geo-spatial Modeling for Automated Demarcation of Snow Avalanche Hazard Areas Using Landsat-8 Satellite Images and In Situ Data

(2019) Dhiraj Kumar Singh et al.   Journal of the Indian Society of Remote Sensing

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

(2019) Omid Ghorbanzadeh et al.   Remote Sensing

A Comparative Study of Statistics-Based Landslide Susceptibility Models: A Case Study of the Region Affected by the Gorkha Earthquake in Nepal

(2019) Sansar Meena et al.   ISPRS International Journal of Geo-Information

Land subsidence hazard modeling: Machine learning to identify predictors and the role of human activities

(2019) Omid Rahmati et al.   JOURNAL OF ENVIRONMENTAL MANAGEMENT

PMT: New analytical framework for automated evaluation of geo-environmental modelling approaches

(2019) Omid Rahmati et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Assessing the performance of GIS- based machine learning models with different accuracy measures for determining susceptibility to gully erosion

(2019) Younes Garosi et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Gully erosion susceptibility assessment and management of hazard-prone areas in India using different machine learning algorithms

(2019) Amiya Gayen et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Land subsidence modelling using tree-based machine learning algorithms

(2019) Omid Rahmati et al.   SCIENCE OF THE TOTAL ENVIRONMENT

A novel hybrid approach based on a swarm intelligence optimized extreme learning machine for flash flood susceptibility mapping

(2019) Dieu Tien Bui et al.   CATENA

Geospatial probabilistic modelling for release area mapping of snow avalanches

(2019) Satish Kumar et al.   COLD REGIONS SCIENCE AND TECHNOLOGY

Optimization of an adaptive neuro-fuzzy inference system for groundwater potential mapping

(2019) Seyed Vahid Razavi Termeh et al.   HYDROGEOLOGY JOURNAL

Tree-ring reconstruction of snow avalanche activity: Does avalanche path selection matter?

(2019) G. de Bouchard d'Aubeterre et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Snow avalanche hazard prediction using machine learning methods

(2019) Bahram Choubin et al.   JOURNAL OF HYDROLOGY

Machine learning approaches for spatial modeling of agricultural droughts in the south-east region of Queensland Australia

(2019) Omid Rahmati et al.   SCIENCE OF THE TOTAL ENVIRONMENT

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

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

(2018) Hamid Reza Pourghasemi et al.   CATENA

The effects of slope length and slope gradient on the size distributions of loess slides: Field observations and simulations

(2018) Haijun Qiu et al.   GEOMORPHOLOGY

Object-based random forest classification of Landsat ETM+ and WorldView-2 satellite imagery for mapping lowland native grassland communities in Tasmania, Australia

(2018) Bethany Melville et al.   International Journal of Applied Earth Observation and Geoinformation

Without quality presence-absence data, discrimination metrics such as TSS can be misleading measures of model performance

(2018) Boris Leroy et al.   JOURNAL OF BIOGEOGRAPHY

Twin SVM with a reject option through ROC curve

(2018) Dongyun Lin et al.   JOURNAL OF THE FRANKLIN INSTITUTE-ENGINEERING AND APPLIED MATHEMATICS

A new GIS-based technique using an adaptive neuro-fuzzy inference system for land subsidence susceptibility mapping

(2018) Omid Ghorbanzadeh et al.   Journal of Spatial Science

Land Subsidence Susceptibility Mapping in South Korea Using Machine Learning Algorithms

(2018) Dieu Tien Bui et al.   SENSORS

Evaluation of Different Machine Learning Algorithms for Scalable Classification of Tree Types and Tree Species Based on Sentinel-2 Data

(2018) Mathias Wessel et al.   Remote Sensing

Prioritization of effective factors in the occurrence of land subsidence and its susceptibility mapping using an SVM model and their different kernel functions

(2018) Sahar Abdollahi et al.   Bulletin of Engineering Geology and the Environment

A Modified Change Vector Approach for Quantifying Land Cover Change

(2018) Ru Xu et al.   Remote Sensing

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

Landslide spatial modeling: Introducing new ensembles of ANN, MaxEnt, and SVM machine learning techniques

(2017) Wei Chen et al.   GEODERMA

Snow-avalanche impact craters in southern Norway: Their morphology and dynamics compared with small terrestrial meteorite craters

(2017) John A. Matthews et al.   GEOMORPHOLOGY

Improving transferability strategies for debris flow susceptibility assessment: Application to the Saponara and Itala catchments (Messina, Italy)

(2017) M. Cama et al.   GEOMORPHOLOGY

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

Characterization and quantification of path dependency in landslide susceptibility

(2017) Jalal Samia et al.   GEOMORPHOLOGY

Geospatial Modelling and Mapping of Snow Avalanche Susceptibility

(2017) Satish Kumar et al.   Journal of the Indian Society of Remote Sensing

Machine Learning Based Predictive Modeling of Debris Flow Probability Following Wildfire in the Intermountain Western United States

(2017) Ashley N. Kern et al.   Mathematical Geosciences

A conceptual model of avalanche hazard

(2017) Grant Statham et al.   NATURAL HAZARDS

Performance assessment of individual and ensemble data-mining techniques for gully erosion modeling

(2017) Hamid Reza Pourghasemi et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Prevalence dependence in model goodness measures with special emphasis on true skill statistics

(2017) Imelda Somodi et al.   Ecology and Evolution

Multi-criteria risk evaluation by integrating an analytical network process approach into GIS-based sensitivity and uncertainty analyses

(2017) Omid Ghorbanzadeh et al.   Geomatics Natural Hazards & Risk

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

Remote sensing of snow avalanches: Recent advances, potential, and limitations

(2016) Markus Eckerstorfer et al.   COLD REGIONS SCIENCE AND TECHNOLOGY

Exploiting Maximum Entropy method and ASTER data for assessing debris flow and debris slide susceptibility for the Giampilieri catchment (north-eastern Sicily, Italy)

(2016) Luigi Lombardo et al.   EARTH SURFACE PROCESSES AND LANDFORMS

A novel hybrid KPCA and SVM with PSO model for identifying debris flow hazard degree: a case study in Southwest China

(2016) Xin Qian et al.   Environmental Earth Sciences

Fuzzy–frequency ratio model for avalanche susceptibility mapping

(2016) Satish Kumar et al.   International Journal of Digital Earth

A habitat suitability model for Chinese sturgeon determined using the generalized additive method

(2016) Yujun Yi et al.   JOURNAL OF HYDROLOGY

Snow avalanche hazard of the Krkonoše National Park, Czech Republic

(2016) Jan Blahut et al.   Journal of Maps

GIS-based MCDA–AHP modelling for avalanche susceptibility mapping of Nubra valley region, Indian Himalaya

(2016) Satish Kumar et al.   Geocarto International

A method for automated snow avalanche debris detection through use of synthetic aperture radar (SAR) imaging

(2016) H. Vickers et al.   Earth and Space Science

Manual detection of snow avalanche debris using high-resolution Radarsat-2 SAR images

(2015) Markus Eckerstorfer et al.   COLD REGIONS SCIENCE AND TECHNOLOGY

Evaluating machine learning and statistical prediction techniques for landslide susceptibility modeling

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

Schmidt-hammer exposure-age dating (SHD) of snow-avalanche impact ramparts in southern Norway: approaches, results and implications for landform age, dynamics and development

(2015) John A. Matthews et al.   EARTH SURFACE PROCESSES AND LANDFORMS

Risk Classification With an Adaptive Naive Bayes Kernel Machine Model

(2015) Jessica Minnier et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Development of hybrid wavelet packet-statistical models (WP-SM) for landslide susceptibility mapping

(2015) Vahid Moosavi et al.   Landslides

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

Snow avalanche hazard assessment and risk management in northern Quebec, eastern Canada

(2015) Daniel Germain   NATURAL HAZARDS

Landslide susceptibility assesssment in the Uttarakhand area (India) using GIS: a comparison study of prediction capability of naïve bayes, multilayer perceptron neural networks, and functional trees methods

(2015) Binh Thai Pham et al.   THEORETICAL AND APPLIED CLIMATOLOGY

Regional coseismic landslide hazard assessment without historical landslide inventories: A new approach

(2015) Theodosios Kritikos et al.   JOURNAL OF GEOPHYSICAL RESEARCH-EARTH SURFACE

A modified analytical hierarchy process (M-AHP) approach for decision support systems in natural hazard assessments

(2013) H.A. Nefeslioglu et al.   COMPUTERS & GEOSCIENCES

Hybrid decision tree and naïve Bayes classifiers for multi-class classification tasks

(2013) Dewan Md. Farid et al.   EXPERT SYSTEMS WITH APPLICATIONS

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

(2013) Taskin Kavzoglu et al.   Landslides

AN AVALANCHE HAZARD MODEL FOR BITLIS PROVINCE, TURKEY,USING GIS BASED MULTICRITERIA DECISION ANALYSIS

(2013) LEVENT SELÇUK   TURKISH JOURNAL OF EARTH SCIENCES

Demarcation of potential avalanche sites using remote sensing and ground observations: a case study of Gangotri glacier

(2013) Snehmani et al.   Geocarto International

Quantitative risk and optimal design approaches in the snow avalanche field: Review and extensions

(2012) N. Eckert et al.   COLD REGIONS SCIENCE AND TECHNOLOGY

What causes large fires in Southern France

(2012) Anne Ganteaume et al.   FOREST ECOLOGY AND MANAGEMENT

Application of the topographic position index to heterogeneous landscapes

(2012) Jeroen De Reu et al.   GEOMORPHOLOGY

Aspect control of water movement on hillslopes near the rain-snow transition of the Colorado Front Range

(2012) Eve-Lyn S. Hinckley et al.   HYDROLOGICAL PROCESSES

Support Vector Machines for Landslide Susceptibility Mapping: The Staffora River Basin Case Study, Italy

(2012) Cristiano Ballabio et al.   Mathematical Geosciences

Landslide Susceptibility Assessment in Vietnam Using Support Vector Machines, Decision Tree, and Naïve Bayes Models

(2012) Dieu Tien Bui et al.   MATHEMATICAL PROBLEMS IN ENGINEERING

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

Landslide susceptibility assessment in Limbe (SW Cameroon): A field calibrated seed cell and information value method

(2011) V.B. Che et al.   CATENA

Topographically modified tree-ring chronologies as a potential means to improve paleoclimate inference

(2011) Andrew G. Bunn et al.   CLIMATIC CHANGE

Modelling soil removal from snow avalanches: A case study in the North-Western Italian Alps

(2011) G. Confortola et al.   COLD REGIONS SCIENCE AND TECHNOLOGY

Predicting the wetland distributions under climate warming in the Great Xing’an Mountains, northeastern China

(2011) Hongjuan Liu et al.   ECOLOGICAL RESEARCH

Integrating physical and empirical landslide susceptibility models using generalized additive models

(2011) Jason N. Goetz et al.   GEOMORPHOLOGY

Modeling wildfire potential in residential parcels: A case study of the north-central Colorado Front Range

(2011) Rutherford V. Platt et al.   LANDSCAPE AND URBAN PLANNING

A comparison of pixel-based and object-based image analysis with selected machine learning algorithms for the classification of agricultural landscapes using SPOT-5 HRG imagery

(2011) Dennis C. Duro et al.   REMOTE SENSING OF ENVIRONMENT

Quantifying Bufo boreas connectivity in Yellowstone National Park with landscape genetics

(2010) Melanie A. Murphy et al.   ECOLOGY

A LiDAR survey of Stromboli volcano (Italy): Digital elevation model-based geomorphology and intensity analysis

(2010) Alessandro Fornaciai et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING

Wind influence on snow depth distribution and accumulation over glaciers

(2010) R. Dadic et al.   JOURNAL OF GEOPHYSICAL RESEARCH

Variable selection using random forests

(2010) Robin Genuer et al.   PATTERN RECOGNITION LETTERS

Snow avalanche disturbances in forest ecosystems—State of research and implications for management

(2009) Peter Bebi et al.   FOREST ECOLOGY AND MANAGEMENT

Using wind fields from a high-resolution atmospheric model for simulating snow dynamics in mountainous terrain

(2009) M. Bernhardt et al.   HYDROLOGICAL PROCESSES

Modeling spatial patterns of saturated areas: A comparison of the topographic wetness index and a dynamic distributed model

(2009) T. Grabs et al.   JOURNAL OF HYDROLOGY

Surface metrics: an alternative to patch metrics for the quantification of landscape structure

(2009) Kevin McGarigal et al.   LANDSCAPE ECOLOGY

Avalanche hazard mapping over large undocumented areas

(2009) M. Barbolini et al.   NATURAL HAZARDS

Simulation of seasonal snow-cover distribution for glacierized sites on Sonnblick, Austria, with the Alpine3D model

(2009) Rebecca Mott et al.   ANNALS OF GLACIOLOGY

Quantitative assessment of landslide susceptibility using high‐resolution remote sensing data and a generalized additive model

(2007) N.‐W. Park et al.   INTERNATIONAL JOURNAL OF REMOTE SENSING