Comparison of four kernel functions used in support vector machines for landslide susceptibility mapping: a case study at Suichuan area (China)
Published 2016 View Full Article
- Home
- Publications
- Publication Search
- Publication Details
Title
Comparison of four kernel functions used in support vector machines for landslide susceptibility mapping: a case study at Suichuan area (China)
Authors
Keywords
-
Journal
Geomatics Natural Hazards & Risk
Volume 8, Issue 2, Pages 544-569
Publisher
Informa UK Limited
Online
2016-11-18
DOI
10.1080/19475705.2016.1250112
References
Ask authors/readers for more resources
Related references
Note: Only part of the references are listed.- Groutability estimation of grouting processes with cement grouts using Differential Flower Pollination Optimized Support Vector Machine
- (2016) Nhat-Duc Hoang et al. APPLIED SOFT COMPUTING
- A comparative study of different machine learning methods for landslide susceptibility assessment: A case study of Uttarakhand area (India)
- (2016) Binh Thai Pham et al. ENVIRONMENTAL MODELLING & SOFTWARE
- Spatial prediction of rainfall-induced landslides for the Lao Cai area (Vietnam) using a hybrid intelligent approach of least squares support vector machines inference model and artificial bee colony optimization
- (2016) Dieu Tien Bui et al. Landslides
- 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
- Relationship between water-conservation behavior and water education in Guangzhou, China
- (2015) Yu Jiu Xiong et al. Environmental Earth Sciences
- Spatial prediction of landslide hazard at the Luxi area (China) using support vector machines
- (2015) Haoyuan Hong et al. Environmental Earth Sciences
- 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
- Landslide susceptibility mapping using random forest, boosted regression tree, classification and regression tree, and general linear models and comparison of their performance at Wadi Tayyah Basin, Asir Region, Saudi Arabia
- (2015) Ahmed Mohamed Youssef et al. Landslides
- 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
- 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
- The spatial distribution pattern of landslides triggered by the 20 April 2013 Lushan earthquake of China and its implication to identification of the seismogenic fault
- (2014) Chong Xu et al. CHINESE SCIENCE BULLETIN
- Dilution of 10Be in detrital quartz by earthquake-induced landslides: Implications for determining denudation rates and potential to provide insights into landslide sediment dynamics
- (2014) A. Joshua West et al. EARTH AND PLANETARY SCIENCE LETTERS
- Electrical resistivity tomography technique for landslide investigation: A review
- (2014) A. Perrone et al. EARTH-SCIENCE REVIEWS
- Progressive shear-surface development in cohesive materials; implications for landslide behaviour
- (2014) J.M. Carey et al. ENGINEERING GEOLOGY
- Mechanism of the slow-moving landslides in Jurassic red-strata in the Three Gorges Reservoir, China
- (2014) Haibo Miao et al. ENGINEERING GEOLOGY
- Landslide susceptibility mapping using ensemble bivariate and multivariate statistical models in Fayfa area, Saudi Arabia
- (2014) Ahmed M. Youssef et al. Environmental Earth Sciences
- Airborne and ground-based data sources for characterizing the morpho-structure of a coastal landslide
- (2014) Candide Lissak et al. GEOMORPHOLOGY
- 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
- Probability prediction model for landslide occurrences in Xi’an, Shaanxi Province, China
- (2014) Jian-qi Zhuang et al. Journal of Mountain Science
- Comparative analysis of SHALSTAB and SINMAP for landslide susceptibility mapping in the Cunha River basin, southern Brazil
- (2014) Gean Paulo Michel et al. JOURNAL OF SOILS AND SEDIMENTS
- Statistical analysis of landslides caused by the Mw 6.9 Yushu, China, earthquake of April 14, 2010
- (2014) Chong Xu et al. NATURAL HAZARDS
- Land subsidence susceptibility mapping at Kinta Valley (Malaysia) using the evidential belief function model in GIS
- (2014) Biswajeet Pradhan et al. NATURAL HAZARDS
- Focusing on the spatial non-stationarity of landslide predisposing factors in northern Iceland
- (2014) Thierry Feuillet et al. PROGRESS IN PHYSICAL GEOGRAPHY
- Increased sediment discharge driven by heavy rainfall after Wenchuan earthquake: A case study in the upper reaches of the Min River, Sichuan, China
- (2014) Hairong Ding et al. QUATERNARY INTERNATIONAL
- Application of back-propagation neural network on bank destruction forecasting for accumulative landslides in the three Gorges Reservoir Region, China
- (2014) Changdong Li et al. STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT
- Modeling and Testing Landslide Hazard Using Decision Tree
- (2014) Mutasem Sh. Alkhasawneh et al. Journal of Applied Mathematics
- Volume, gravitational potential energy reduction, and regional centroid position change in the wake of landslides triggered by the 14 April 2010 Yushu earthquake of China
- (2013) Chong Xu et al. Arabian Journal of Geosciences
- Extraction of soil moisture from RADARSAT-1 and its role in the formation of the 6 December 2008 landslide at Bukit Antarabangsa, Kuala Lumpur
- (2013) Abdalhaleem Abdalla Hassaballa et al. Arabian Journal of Geosciences
- 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
- Vertical acceleration effect on landsides triggered by the Wenchuan earthquake, China
- (2013) Yueping Yin Environmental Earth Sciences
- Experimental modeling of tsunamis generated by subaerial landslides: two case studies of the Three Gorges Reservoir, China
- (2013) Huang Bolin et al. Environmental Earth Sciences
- Fault-zone controls on the spatial distribution of slow-moving landslides
- (2013) J. S. Scheingross et al. GEOLOGICAL SOCIETY OF AMERICA BULLETIN
- Controls on valley width in mountainous landscapes: The role of landsliding and implications for salmonid habitat
- (2013) C. May et al. GEOLOGY
- Gully erosion susceptibility assessment by means of GIS-based logistic regression: A case of Sicily (Italy)
- (2013) Christian Conoscenti et al. GEOMORPHOLOGY
- Landslide susceptibility mapping based on rough set theory and support vector machines: A case of the Three Gorges area, China
- (2013) Ling Peng et al. GEOMORPHOLOGY
- Landslide susceptibility mapping using support vector machine and GIS at the Golestan Province, Iran
- (2013) HAMID REZA POURGHASEMI et al. Journal of Earth System Science
- Three (nearly) complete inventories of landslides triggered by the May 12, 2008 Wenchuan Mw 7.9 earthquake of China and their spatial distribution statistical analysis
- (2013) Chong Xu et al. Landslides
- Landslide susceptibility mapping using GIS-based multi-criteria decision analysis, support vector machines, and logistic regression
- (2013) Taskin Kavzoglu et al. Landslides
- Machine Learning Feature Selection Methods for Landslide Susceptibility Mapping
- (2013) Natan Micheletti et al. Mathematical Geosciences
- Assessment model for earthquake-triggered landslides based on quantification theory I: case study of Jushui River basin in Sichuan, China
- (2013) Weihua Zhao et al. NATURAL HAZARDS
- A GIS method for landslide inventory and susceptibility mapping in the Río El Estado watershed, Pico de Orizaba volcano, México
- (2013) Gabriel Legorreta Paulín et al. NATURAL HAZARDS
- Ancient landslide-dam events in the Jishi Gorge, upper Yellow River valley, China
- (2013) Guanghui Dong et al. QUATERNARY RESEARCH
- From deep seated slope deformation to rock avalanche: Destabilization and transportation models of the Sierre landslide (Switzerland)
- (2013) Andrea Pedrazzini et al. TECTONOPHYSICS
- Spatial databases and GIS as tools for regional landslide susceptibility modeling
- (2013) Martin Klose et al. ZEITSCHRIFT FUR GEOMORPHOLOGIE
- Landslide susceptibility mapping using index of entropy and conditional probability models in GIS: Safarood Basin, Iran
- (2012) Hamid Reza Pourghasemi et al. CATENA
- Application of an evidential belief function model in landslide susceptibility mapping
- (2012) Omar F. Althuwaynee et al. COMPUTERS & GEOSCIENCES
- Regional moisture balance control of landslide motion: Implications for landslide forecasting in a changing climate
- (2012) J. A. Coe GEOLOGY
- GIS-based support vector machine modeling of earthquake-triggered landslide susceptibility in the Jianjiang River watershed, China
- (2012) Chong Xu et al. GEOMORPHOLOGY
- Numerical modeling of the Mount Steller landslide flow history and of the generated long period seismic waves
- (2012) L. Moretti et al. GEOPHYSICAL RESEARCH LETTERS
- 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
- A GIS-based comparative study of frequency ratio, analytical hierarchy process, bivariate statistics and logistics regression methods for landslide susceptibility mapping in Trabzon, NE Turkey
- (2011) A. Yalcin et al. CATENA
- Evaluating triggering and causative factors of landslides in Lawnon River Basin, Taiwan
- (2011) Meng-Chia Weng et al. ENGINEERING GEOLOGY
- Application of logistic regression and fuzzy operators to landslide susceptibility assessment in Azdavay (Kastamonu, Turkey)
- (2011) M. Ercanoglu et al. Environmental Earth Sciences
- Effects of topography, lithology, rainfall and earthquake on landslide and sediment discharge in mountain catchments of southeastern Taiwan
- (2011) Hongey Chen et al. GEOMORPHOLOGY
- A comparison of landslide susceptibility maps produced by logistic regression, multi-criteria decision, and likelihood ratio methods: a case study at İzmir, Turkey
- (2011) Aykut Akgun Landslides
- GIS-based assessment of landslide susceptibility on the base of the Weights-of-Evidence model
- (2011) Bettina Neuhäuser et al. Landslides
- Landslide susceptibility mapping in Injae, Korea, using a decision tree
- (2010) Young-Kwang Yeon et al. ENGINEERING GEOLOGY
- Manifestation of an advanced fuzzy logic model coupled with Geo-information techniques to landslide susceptibility mapping and their comparison with logistic regression modelling
- (2010) Biswajeet Pradhan ENVIRONMENTAL AND ECOLOGICAL STATISTICS
- Landslide susceptibility maps comparing frequency ratio and artificial neural networks: a case study from the Nepal Himalaya
- (2010) Chandra Prakash Poudyal et al. Environmental Earth Sciences
- Landslide susceptibility assessment using the bivariate statistical analysis and the index of entropy in the Sibiciu Basin (Romania)
- (2010) Mihaela Constantin et al. Environmental Earth Sciences
- Landslide hazard and risk assessment and their application in risk management and landuse planning in eastern flank of Menoreh Mountains, Yogyakarta Province, Indonesia
- (2010) Danang Sri Hadmoko et al. NATURAL HAZARDS
- Comparison of landslide susceptibility mapping methodologies for Koyulhisar, Turkey: conditional probability, logistic regression, artificial neural networks, and support vector machine
- (2009) Işık Yilmaz Environmental Earth Sciences
- Landslide susceptibility assessment and factor effect analysis: backpropagation artificial neural networks and their comparison with frequency ratio and bivariate logistic regression modelling
- (2009) Biswajeet Pradhan et al. ENVIRONMENTAL MODELLING & SOFTWARE
- Landslide susceptibility mapping based on Support Vector Machine: A case study on natural slopes of Hong Kong, China
- (2008) X. Yao et al. GEOMORPHOLOGY
- Slope stability analysis: a support vector machine approach
- (2008) Pijush Samui Environmental geology.
Publish scientific posters with Peeref
Peeref publishes scientific posters from all research disciplines. Our Diamond Open Access policy means free access to content and no publication fees for authors.
Learn MoreAdd your recorded webinar
Do you already have a recorded webinar? Grow your audience and get more views by easily listing your recording on Peeref.
Upload Now