Modeling rules of regional flash flood susceptibility prediction using different machine learning models

Modeling rules of regional flash flood susceptibility prediction using different machine learning models

The prediction performance of several machine learning models for regional flash flood susceptibility is characterized by variability and regionality. Four typical machine learning models, including multilayer perceptron (MLP), logistic regression (LR), support vector machine (SVM), and random fores...

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Bibliographic Details
Main Authors: Yuguo Chen, Xinyi Zhang, Kejun Yang, Shiyi Zeng, Anyu Hong
Format: Article
Language:English
Published: Frontiers Media S.A. 2023-01-01
Series:Frontiers in Earth Science
Subjects:
flash flood susceptibility prediction
uncertainty analysis
machine learning
multilayer perceptron
support vector machine
random forest
Online Access:https://www.frontiersin.org/articles/10.3389/feart.2023.1117004/full

Internet

https://www.frontiersin.org/articles/10.3389/feart.2023.1117004/full

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