Concepedia

Improving partial mutual information-based input variable selection by consideration of boundary issues associated with bandwidth estimation

Xuyuan Li, Aaron C. Zecchin, Holger R. Maier

Environmental Modelling & Software · 2015 · 20 citations · 75 references

Concepts

ComputingData ScienceMachine LearningOptimizationStatistical LearningBoundary SelectionDigital Signal ProcessingFeature SelectionMutual InformationVariable SelectionMutual Information EstimationMutual Information-based Selection

References

75

A Mathematical Theory of Communication

Claude E. Shannon · Bell System Technical Journal · 1948 · 80.7K citations

Engineering, Communication, Electrical Engineering +11

A new look at the statistical model identification

Hirotugu Akaike · IEEE Transactions on Automatic Control · 1974 · 50.7K citations · Full text

Business, Biostatistics, Statistical Modeling +9

On Estimation of a Probability Density Function and Mode

Emanuel Parzen · The Annals of Mathematical Statistics · 1962 · 10.5K citations · Full text

Natural Sciences, Mathematics, Probability Theory +9

An introduction to variable and feature selection

GuyonIsabelle, ElisseeffAndré · Journal of Machine Learning Research · 2003 · 7.9K citations

Computing, Computer Science, Data Science +14

An Introduction to Variable and Feature Selection.

2003 · 6.6K citations

Computing, Computer Science, Data Science +16