Concepedia

Mitigation of urban road collapses based on machine learning via integrating susceptibility assessment and geophysical detection validation

Qunfang Hu, Qiang Zhang, Wen Liu, Fei Wang, Delu Che, Miaoxi Ma

International Journal of Disaster Risk Reduction · 2024 · 23 citations · 64 references

DOI

Concepts

References

64

Random Forests

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

Support-vector networks

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

SMOTE: Synthetic Minority Over-sampling Technique

Nitesh V. Chawla, Kevin W. Bowyer, Lawrence Hall et al. · Journal of Artificial Intelligence Research · 2002 · 31.2K citations · Full text

, , +12

XGBoost: A Scalable Tree Boosting System

arXiv (Cornell University) · 2016 · 7.1K citations · Full text

, , +16

A study of the behavior of several methods for balancing machine learning training data

Gustavo E. A. P. A. Batista, Ronaldo C. Prati, Maria Carolina Monard · ACM SIGKDD Explorations Newsletter · 2004 · 4.1K citations

, , +10