Data Mining and Statistical Approaches in Debris-Flow Susceptibility Modelling Using Airborne LiDAR Data

Contribution of Excessive Supply of Solid Material to a Runoff-Generated Debris Flow during Its Routing Along a Gully and Its Impact on the Downstream Village with Blockage Effects

(2019) Ming-liang Chen et al.   Water

Correlation feature selection based improved-Binary Particle Swarm Optimization for gene selection and cancer classification

(2018) Indu Jain et al.   APPLIED SOFT COMPUTING

Spatial modelling of gully erosion in Mazandaran Province, northern Iran

(2018) Mohsen Zabihi et al.   CATENA

Combining 3D data and traditional soil erosion assessment techniques to study the effect of a vegetation cover gradient on hillslope runoff and soil erosion in a semi-arid catchment

(2018) Sayjro K. Nouwakpo et al.   CATENA

Feature selection by integrating two groups of feature evaluation criteria

(2018) Wanfu Gao et al.   EXPERT SYSTEMS WITH APPLICATIONS

Comparison of differences in resolution and sources of controlling factors for gully erosion susceptibility mapping

(2018) Younes Garosi et al.   GEODERMA

Large-scale mapping of gully-affected areas: An approach integrating Google Earth images and terrain skeleton information

(2018) Kai Liu et al.   GEOMORPHOLOGY

Estimating heating load in buildings using multivariate adaptive regression splines, extreme learning machine, a hybrid model of MARS and ELM

(2018) Sanjiban Sekhar Roy et al.   RENEWABLE & SUSTAINABLE ENERGY REVIEWS

Flood susceptibility mapping using novel ensembles of adaptive neuro fuzzy inference system and metaheuristic algorithms

(2018) Seyed Vahid Razavi Termeh et al.   SCIENCE OF THE TOTAL ENVIRONMENT

Landslide susceptibility modelling using GIS-based machine learning techniques for Chongren County, Jiangxi Province, China

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

Is the ROC curve a reliable tool to compare the validity of landslide susceptibility maps?

(2018) V. Vakhshoori et al.   Geomatics Natural Hazards & Risk

Improving marine habitat mapping using high-resolution acoustic data; a predictive habitat map for the Firth of Lorn, Scotland

(2018) Karen Boswarva et al.   CONTINENTAL SHELF RESEARCH

Novel Hybrid Evolutionary Algorithms for Spatial Prediction of Floods

(2018) Dieu Tien Bui et al.   Scientific Reports

Relevance of erosion processes when modelling in-channel gravel debris flows for efficient hazard assessment

(2018) Carlo Gregoretti et al.   JOURNAL OF HYDROLOGY

Analysis of the triggering conditions and erosion of a runoff-triggered debris flow in Miyun County, Beijing, China

(2018) Chao Ma et al.   Landslides

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

(2018) Mahyat Shafapour Tehrany et al.   CATENA

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

Shallow landslide susceptibility assessment using a novel hybrid intelligence approach

(2017) Ataollah Shirzadi et al.   Environmental Earth Sciences

Debris flow-induced topographic changes: effects of recurrent debris flow initiation

(2017) Chien-Yuan Chen et al.   ENVIRONMENTAL MONITORING AND ASSESSMENT

Multi-level hybrid support vector machine and extreme learning machine based on modified K-means for intrusion detection system

(2017) Wathiq Laftah Al-Yaseen et al.   EXPERT SYSTEMS WITH APPLICATIONS

Evaluation of different machine learning models for predicting and mapping the susceptibility of gully erosion

(2017) Omid Rahmati et al.   GEOMORPHOLOGY

Rainfall control of debris-flow triggering in the Réal Torrent, Southern French Prealps

(2017) Coraline Bel et al.   GEOMORPHOLOGY

Evidence for enhanced debris-flow activity in the Northern Calcareous Alps since the 1980s (Plansee, Austria)

(2017) A. Dietrich 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

Multivariate adaptive regression splines for inverse analysis of soil and wall properties in braced excavation

(2017) Wengang Zhang et al.   TUNNELLING AND UNDERGROUND SPACE TECHNOLOGY

Assessment of the effects of training data selection on the landslide susceptibility mapping: a comparison between support vector machine (SVM), logistic regression (LR) and artificial neural networks (ANN)

(2017) Bahareh Kalantar et al.   Geomatics Natural Hazards & Risk

Ensemble machine-learning-based geospatial approach for flood risk assessment using multi-sensor remote-sensing data and GIS

(2017) Hossein Mojaddadi et al.   Geomatics Natural Hazards & Risk

Evaluation of Logistic Regression and Multivariate Adaptive Regression Spline Models for Groundwater Potential Mapping Using R and GIS

(2017) Soyoung Park et al.   Sustainability

Integration of the Statistical Index Method and the Analytic Hierarchy Process technique for the assessment of landslide susceptibility in Huizhou, China

(2016) Guifang Zhang et al.   CATENA

Using terrestrial LiDAR data to analyse morphodynamics on steep unvegetated slopes driven by different geomorphic processes

(2016) F. Neugirg et al.   CATENA

GIS-based multivariate adaptive regression spline and random forest models for groundwater potential mapping in Iran

(2016) Mohsen Zabihi et al.   Environmental Earth Sciences

Data Fusion Technique Using Wavelet Transform and Taguchi Methods for Automatic Landslide Detection From Airborne Laser Scanning Data and QuickBird Satellite Imagery

(2016) Biswajeet Pradhan et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Development of particle swarm optimization-support vector regression (PSO-SVR) coupled with microwave plasma torch-atomic emission spectrometry for quality control of ginsengs

(2016) Yangwei Ying et al.   JOURNAL OF CHEMOMETRICS

GIS-based cell model for simulating debris flow runout on a fan

(2016) Carlo Gregoretti et al.   JOURNAL OF HYDROLOGY

Application of least square support vector machine and multivariate adaptive regression spline models in long term prediction of river water pollution

(2016) Ozgur Kisi et al.   JOURNAL OF HYDROLOGY

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

Case study of debris flow disaster scenario caused by torrential rain on Kiyomizu-dera, Kyoto, Japan - using Hyper KANAKO system

(2016) Kana Nakatani et al.   Journal of Mountain Science

Characteristics and numerical runout modelling of a catastrophic rock avalanche triggered by the Wenchuan earthquake in the Wenjia valley, Mianzhu, Sichuan, China

(2016) Aiguo Xing et al.   Landslides

A robust debris-flow and GLOF risk management strategy for a data-scarce catchment in Santa Teresa, Peru

(2016) Holger Frey et al.   Landslides

Coupled model for simulation of landslides and debris flows at local scale

(2016) D. W. Park et al.   NATURAL HAZARDS

Application of Multivariate Adaptive Regression Spline-Assisted Objective Function on Optimization of Heat Transfer Rate Around a Cylinder

(2016) Prasenjit Dey et al.   Nuclear Engineering and Technology

LiDAR remote sensing of the cryosphere: Present applications and future prospects

(2016) Anshuman Bhardwaj et al.   REMOTE SENSING OF ENVIRONMENT

Modeling forest biomass and growth: Coupling long-term inventory and LiDAR data

(2016) Chad Babcock et al.   REMOTE SENSING OF ENVIRONMENT

Debris-flow risk analysis in a managed torrent based on a stochastic life-cycle performance

(2016) J.A. Ballesteros Cánovas et al.   SCIENCE OF THE TOTAL ENVIRONMENT

LiDAR-based volume assessment of the origin of the Wadena drumlin field, Minnesota, USA

(2016) Shane Sookhan et al.   SEDIMENTARY GEOLOGY

Spatial model integration for shallow landslide susceptibility and its runout using a GIS-based approach in Yongin, Korea

(2016) Ananta Man Singh Pradhan et al.   Geocarto International

A GIS-based comparative study of Dempster-Shafer, logistic regression and artificial neural network models for landslide susceptibility mapping

(2016) Wei Chen et al.   Geocarto International

Progress of machine learning in geosciences: Preface

(2016) Amir H. Alavi et al.   Geoscience Frontiers

Multivariate adaptive regression splines and neural network models for prediction of pile drivability

(2016) Wengang Zhang et al.   Geoscience Frontiers

Machine learning in geosciences and remote sensing

(2016) David J. Lary et al.   Geoscience Frontiers

Regional analysis of slope instability processes along the southern border of the central Tauern Window (Eastern Alps)

(2015) Sandra Melzner et al.   Austrian Journal of Earth Sciences

An energy-based approach to predict debris flow mobility and analyze empirical relationships

(2015) Francesco Federico et al.   CANADIAN GEOTECHNICAL JOURNAL

Long-runout mechanism and landsliding behaviour of large catastrophic landslide triggered by heavy rainfall in Guanling, Guizhou, China

(2015) Aiguo Xing et al.   CANADIAN GEOTECHNICAL JOURNAL

Landslide susceptibility mapping in Mizunami City, Japan: A comparison between logistic regression, bivariate statistical analysis and multivariate adaptive regression spline models

(2015) Liang-Jie Wang et al.   CATENA

Landslide susceptibility analysis in central Vietnam based on an incomplete landslide inventory: Comparison of a new method to calculate weighting factors by means of bivariate statistics

(2015) Markus Meinhardt et al.   GEOMORPHOLOGY

Field and laboratory analysis of the runout characteristics of hillslope debris flows in Switzerland

(2015) Marcel Hürlimann et al.   GEOMORPHOLOGY

Assessment of susceptibility to earth-flow landslide using logistic regression and multivariate adaptive regression splines: A case of the Belice River basin (western Sicily, Italy)

(2015) Christian Conoscenti et al.   GEOMORPHOLOGY

Landslide and debris flow initiated characteristics after typhoon Morakot in Taiwan

(2015) Chien-Yuan Chen   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

An investigation of DEM generation process based on LiDAR data filtering, decimation, and interpolation methods for an urban area

(2015) N. Polat et al.   MEASUREMENT

Using topographical attributes to evaluate gully erosion proneness (susceptibility) in two mediterranean basins: advantages and limitations

(2015) Álvaro Gómez-Gutiérrez et al.   NATURAL HAZARDS

Machine learning predictive models for mineral prospectivity: An evaluation of neural networks, random forest, regression trees and support vector machines

(2015) V. Rodriguez-Galiano et al.   ORE GEOLOGY REVIEWS

Some Statistical Characteristic of Malaysian Wind Direction Recorded at Maximum Wind Speed: 1999-2008

(2015) S.Z. SATARI et al.   Sains Malaysiana

Airborne Lidar for Woodland Habitat Quality Monitoring: Exploring the Significance of Lidar Data Characteristics when Modelling Organism-Habitat Relationships

(2015) Ross Hill et al.   Remote Sensing

Monitoring sediment source areas in a debris-flow catchment using terrestrial laser scanning

(2014) Giacomo Blasone et al.   CATENA

Debris flow initiation in proglacial gullies on Mount Rainier, Washington

(2014) Nicholas T. Legg et al.   GEOMORPHOLOGY

A Remote Sensing-Based Approach for Debris-Flow Susceptibility Assessment Using Artificial Neural Networks and Logistic Regression Modeling

(2014) Racha Elkadiri et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

A depth-averaged debris-flow model that includes the effects of evolving dilatancy. I. Physical basis

(2014) R. M. Iverson et al.   PROCEEDINGS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES

Forested landslide detection using LiDAR data and the random forest algorithm: A case study of the Three Gorges, China

(2014) Weitao Chen et al.   REMOTE SENSING OF ENVIRONMENT

Debris flow impact assessment along the Al-Raith Road, Kingdom of Saudi Arabia, using remote sensing data and field investigations

(2014) Ahmed M. Youssef et al.   Geomatics Natural Hazards & Risk

Gully erosion susceptibility assessment by means of GIS-based logistic regression: A case of Sicily (Italy)

(2013) Christian Conoscenti et al.   GEOMORPHOLOGY

Improving real time flood forecasting using fuzzy inference system

(2013) Anil Kumar Lohani et al.   JOURNAL OF HYDROLOGY

GIS-based numerical modelling of debris flow motion across three-dimensional terrain

(2013) Jian Wu et al.   Journal of Mountain Science

Conjunctive Use of Surface Water and Groundwater: Application of Support Vector Machines (SVMs) and Genetic Algorithms

(2013) Hamid R. Safavi et al.   WATER RESOURCES MANAGEMENT

Runoff-generated debris flows: Observations and modeling of surge initiation, magnitude, and frequency

(2013) Jason W. Kean et al.   JOURNAL OF GEOPHYSICAL RESEARCH-EARTH SURFACE

Comparison of different models for susceptibility mapping of earthquake triggered landslides related with the 2008 Wenchuan earthquake in China

(2012) Chong Xu 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

Multivariate adaptive regression splines for analysis of geotechnical engineering systems

(2012) W.G. Zhang et al.   COMPUTERS AND GEOTECHNICS

Periglacial debris-flow initiation and susceptibility and glacier recession from imagery, airborne LiDAR, and ground-based mapping

(2012) Stephen T. Lancaster et al.   Geosphere

Susceptibility analysis of large-scale debris flows based on combination weighting and extension methods

(2012) Wen Zhang et al.   NATURAL HAZARDS

LIBSVM

(2012) Chih-Chung Chang et al.   ACM Transactions on Intelligent Systems and Technology

Combining landslide susceptibility maps obtained from frequency ratio, logistic regression, and artificial neural network models using ASTER images and GIS

(2011) Jaewon Choi et al.   ENGINEERING GEOLOGY

Soil erosion assessment and its correlation with landslide events using remote sensing data and GIS: a case study at Penang Island, Malaysia

(2011) Biswajeet Pradhan et al.   ENVIRONMENTAL MONITORING AND ASSESSMENT

Morphometric analysis of debris flows and their source areas using GIS

(2011) Chien-Yuan Chen et al.   GEOMORPHOLOGY

Calibration and resolution effects on model performance for predicting shallow landslide locations in Taiwan

(2011) J.G.S. Keijsers et al.   GEOMORPHOLOGY

A Fast Clustering-Based Feature Subset Selection Algorithm for High-Dimensional Data

(2011) Qinbao Song et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Application of an SVM-based regression model to the air quality study at local scale in the Avilés urban area (Spain)

(2011) A. Suárez Sánchez et al.   MATHEMATICAL AND COMPUTER MODELLING

Assessing levee stability with geometric parameters derived from airborne LiDAR

(2011) A. Casas et al.   REMOTE SENSING OF ENVIRONMENT

Mapping erosion susceptibility by a multivariate statistical method: A case study from the Ayvalık region, NW Turkey

(2010) Aykut Akgün et al.   COMPUTERS & GEOSCIENCES

Bankruptcy forecasting: A hybrid approach using Fuzzy c-means clustering and Multivariate Adaptive Regression Splines (MARS)

(2010) Javier De Andrés et al.   EXPERT SYSTEMS WITH APPLICATIONS

Manifestation of an adaptive neuro-fuzzy model on landslide susceptibility mapping: Klang valley, Malaysia

(2010) Ebru Akcapinar Sezer et al.   EXPERT SYSTEMS WITH APPLICATIONS

Assessing debris flows using LIDAR differencing: 18 May 2005 Matata event, New Zealand

(2010) J.M. Bull et al.   GEOMORPHOLOGY

Landslide Susceptibility Mapping by Neuro-Fuzzy Approach in a Landslide-Prone Area (Cameron Highlands, Malaysia)

(2010) Biswajeet Pradhan et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Use of LIDAR in landslide investigations: a review

(2010) Michel Jaboyedoff et al.   NATURAL HAZARDS

Using and comparing two nonparametric methods (CART and MARS) to model the potential distribution of gullies

(2009) Álvaro Gómez Gutiérrez et al.   ECOLOGICAL MODELLING

Debris flow initiation and sediment recharge in gullies

(2009) Drew Brayshaw et al.   GEOMORPHOLOGY

A new approach to estimating hazard posed by debris flows in the Westfjords of Iceland

(2009) S.J. Conway et al.   GEOMORPHOLOGY

Regional landslide susceptibility analysis using back-propagation neural network model at Cameron Highland, Malaysia

(2009) Biswajeet Pradhan et al.   Landslides

An approach to computing topographic wetness index based on maximum downslope gradient

(2009) Cheng-Zhi Qin et al.   PRECISION AGRICULTURE

The effectiveness of airborne LiDAR data in the recognition of channel-bed morphology

(2008) Marco Cavalli et al.   CATENA

LiDAR-derived slopes for headwater channel network analysis

(2008) Alessandro Vianello et al.   CATENA

Evaluating error associated with lidar-derived DEM interpolation

(2008) Christopher W. Bater et al.   COMPUTERS & GEOSCIENCES

GIS-assisted modelling for debris flow hazard assessment based on the events of May 1998 in the area of Sarno, Southern Italy: II. Velocity and dynamic pressure

(2008) G. Toyos et al.   EARTH SURFACE PROCESSES AND LANDFORMS

An assessment on the use of logistic regression and artificial neural networks with different sampling strategies for the preparation of landslide susceptibility maps

(2008) H.A. Nefeslioglu et al.   ENGINEERING GEOLOGY

Mining the customer credit using hybrid support vector machine technique

(2008) Weimin Chen et al.   EXPERT SYSTEMS WITH APPLICATIONS

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

(2007) Ali Yalcin   CATENA

Elementary forms for land surface segmentation: The theoretical basis of terrain analysis and geomorphological mapping

(2007) Jozef Minár et al.   GEOMORPHOLOGY

The triggering of debris flow due to channel-bed failure in some alpine headwater basins of the Dolomites: analyses of critical runoff

(2007) C. Gregoretti et al.   HYDROLOGICAL PROCESSES