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Addressing Data Imbalance in Hydrological Machine Learning: Impact of Advanced Sampling Methods on Performance and Interpretability

Furkejuvvon:
Publikašuvnnas:Water Resources Research vol. 61, no. 10 (Oct 1, 2025)
Váldodahkki: Yin, Xiaoran
Eará dahkkit: Shu, Longcang, Wang, Zhe, Zhou, Long, Niu, Shuyao, Ren, Huazhun, Liu, Bo, Lu, Chengpeng
Almmustuhtton:
John Wiley & Sons, Inc.
Fáttát:
Hydrologic data
Datasets
Algorithms
Sampling methods
Soil properties
Hydraulic conductivity
Hydrology
Machine learning
Hypercubes
Random sampling
Performance evaluation
Learning algorithms
Contamination
Accuracy
Soil sciences
Training
Groundwater
Statistical sampling
Decision making
National forests
Hydraulics
Latin hypercube sampling
Environmental
Liŋkkat:Citation/Abstract
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