Concepedia

A support vector machine model of landslide susceptibility mapping based on hyperparameter optimization using the Bayesian algorithm: a case study of the highways in the southern Qinghai–Tibet Plateau

Kai Sun, Zhiqing Li, Shuangjiao Wang, Ruilin Hu

Natural Hazards · 2024 · 15 citations · 42 references

References

42

Greedy function approximation: A gradient boosting machine.

Jerome H. Friedman · The Annals of Statistics · 2001 · 29K citations · Full text

Computing, Computer Science, Mathematics +17

An overview of statistical learning theory

Vladimir Vapnik · IEEE Transactions on Neural Networks · 1999 · 6.2K citations

Computing, Computer Science, Mathematics +10

Characterising performance of environmental models

Neil Bennett, Barry Croke, Giorgio Guariso et al. · Environmental Modelling & Software · 2012 · 1.5K citations · Full text

Natural Sciences, Environmental Management, Environmental Modeling +9

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

Dieu Tien Bui, Trần Anh Tuấn, Harald Klempe et al. · Landslides · 2015 · 1.3K citations

Computing, Geoinformatics, Geological Engineering +17

Validation of Spatial Prediction Models for Landslide Hazard Mapping

Chang–Jo F. Chung, Andrea G. Fabbri · Natural Hazards · 2003 · 1.2K citations

Computing, Geoinformatics, Geological Engineering +14