Concepedia

Source allocation of per- and polyfluoroalkyl substances (PFAS) with supervised machine learning: Classification performance and the role of feature selection in an expanded dataset

Tohren C. G. Kibbey, Rafal Jabrzemski, Denis M. O’Carroll

Chemosphere · 2021 · 46 citations · 25 references

Concepts

ComputingData ScienceData MiningFeature EngineeringMachine LearningChemical Space ExplorationFeature SelectionAdaptive Source AllocationPer- And Polyfluoroalkyl Substance AnalysisPerfluorinated Compound AnalysisPerfluoroalkyl Substance AnalysisPerfluoroalkyl SubstancesPerfluoroalkyl Substances RemovalPolyfluoroalkyl Substances Removal

References

25

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

Chih-Chung Chang, Chih‐Jen Lin · ACM Transactions on Intelligent Systems and Technology · 2011 · 41.3K citations

Computing, Computer Science, Machine Learning +12

Pattern Recognition and Machine Learning

Journal of Electronic Imaging · 2007 · 22.1K citations

Computing, Computer Engineering, Computer Science +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