Concepedia

Flood susceptibility mapping using a novel ensemble weights-of-evidence and support vector machine models in GIS

Mahyat Shafapour Tehrany, Biswajeet Pradhan, Mustafa Neamah Jebur

Journal of Hydrology · 2014 · 972 citations · 74 references

Concepts

Natural ResourcesGeoinformaticsHydrologyFlood Risk ManagementGeographic Information SystemsSpatial AnalysisEnsemble MethodsFlood Inundation MappingFlood Inundation ModelingFlood Risk AssessmentFloodplain MappingRisk MappingFlood Map Accuracy AssessmentFlood Risk EstimationFlood Susceptibility MappingGeographic Information System-based Flood AssessmentSupport Vector ClassificationSupport Vector Machine ClassificationSupport Vector Regression

References

74

Support-vector networks

Corinna Cortes, Vladimir Vapnik · Machine Learning · 1995 · 40.5K citations · Full text

Support-Vector Networks

Corinna Cortes, Vladimir Vapnik · Machine Learning · 1995 · 33K citations · Full text

Asymptotic Behaviors of Support Vector Machines with Gaussian Kernel

S. Sathiya Keerthi, Chih‐Jen Lin · Neural Computation · 2003 · 1.6K citations

Computing, Computer Science, Data Mining +15

Geographic information systems for geoscientists: modelling with GIS

Choice Reviews Online · 1995 · 1.5K citations

Computing, Geography, Geoinformatics +17

A comparative study on the predictive ability of the decision tree, support vector machine and neuro-fuzzy models in landslide susceptibility mapping using GIS

Biswajeet Pradhan · Computers & Geosciences · 2012 · 1.2K citations

Computing, Geoinformatics, Geological Engineering +17