Concepedia

Integrated machine learning based groundwater quality prediction through groundwater quality index for drinking purposes in a semi-arid river basin of south India

D. Karunanidhi, Mohan Raj, Priyadarsi D. Roy, T. Subramani

Environmental Geochemistry and Health · 2025 · 15 citations · 72 references

DOI

Concepts

References

72

Random Forests

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

XGBoost

2016 · 48.6K citations · Full text

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Model Evaluation Guidelines for Systematic Quantification of Accuracy in Watershed Simulations

Daniel N. Moriasi, J. G. Arnold, M. W. Van Liew et al. · Transactions of the ASABE · 2007 · 13.2K citations

, , +17

XGBoost: A Scalable Tree Boosting System

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

, , +16

Decomposition of the mean squared error and NSE performance criteria: Implications for improving hydrological modelling

Hoshin V. Gupta, Harald Kling, Koray K. Yılmaz et al. · Journal of Hydrology · 2009 · 6.7K citations

, , +13