Concepedia

Comparing the prediction performance of a Deep Learning Neural Network model with conventional machine learning models in landslide susceptibility assessment

Dieu Tien Bui, Paraskevas Tsangaratos, Viet-Tien Nguyen, Ngô Văn Liêm, Phan Trọng Trịnh

CATENA · 2020 · 465 citations · 92 references

Concepts

ComputingEarth SciencesGeological EngineeringMachine LearningSlope StabilityTerrain AnalysisDeep LearningGeological Risk AssessmentLandslide Hazard AssessmentLandslide InvestigationMountain HazardsNeural NetworksLandslide Prediction ModelingLandslide Risk AssessmentLandslide SusceptibilityLandslide Susceptibility AssessmentLandslide Susceptibility MappingLandslide Susceptibility ModelingMachine Learning For Landslide Prediction

References

92

Random Forests

Leo Breiman · Machine Learning · 2001 · 126.2K citations · Full text

ImageNet classification with deep convolutional neural networks

Alex Krizhevsky, Ilya Sutskever, Geoffrey E. Hinton · Communications of the ACM · 2017 · 75.7K citations · Full text

Computing, Computer Science, Computer Vision +12

Statistical Learning Theory

Yuhai Wu, Vladimir Vapnik · Technometrics · 1999 · 27K citations

Computing, Computer Science, Machine Learning +12

A tutorial on support vector regression

Alex Smola, Bernhard Schölkopf · Statistics and Computing · 2004 · 13K citations

Computing, Computer Science, Data Mining +11

Deep Neural Networks for Acoustic Modeling in Speech Recognition: The Shared Views of Four Research Groups

Geoffrey E. Hinton, Li Deng, Dong Yu et al. · IEEE Signal Processing Magazine · 2012 · 10.3K citations

Computing, Computer Science, Acoustics +16