Concepedia

An integrated approach based on the correction of imbalanced small datasets and the application of machine learning algorithms to predict total phosphorus concentration in rivers

Manuel Almeida, Pedro Coelho

Ecological Informatics · 2023 · 26 citations · 74 references

Concepts

ComputingComputer ScienceData ScienceData MiningMachine LearningNutrient ManagementNutrient PollutionPhosphorus CycleImbalanced ClassificationImbalanced LearningPhosphorus BudgetingTotal Phosphorus

References

74

Random Forests

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

Scikit-learn: Machine Learning in Python

Fabián Pedregosa, Gaël Varoquaux, Alexandre Gramfort et al. · arXiv (Cornell University) · 2012 · 63.7K citations · Full text

Computing, Computer Science, Artificial Intelligence +10

River flow forecasting through conceptual models part I — A discussion of principles

J.E. Nash, J. V. Sutcliffe · Journal of Hydrology · 1970 · 24K citations

Natural Resources, Hydrology, Water Resources Management +14

A Decision-Theoretic Generalization of On-Line Learning and an Application to Boosting

Yoav Freund, Robert E. Schapire · Journal of Computer and System Sciences · 1997 · 20.3K citations

Computing, Computer Science, Mathematics +14

A tutorial on support vector regression

Alex Smola, Bernhard Schölkopf · Statistics and Computing · 2004 · 13K citations

Computing, Computer Science, Data Mining +11