Concepedia

Relief-based feature selection: Introduction and review

Ryan J. Urbanowicz, Melissa Meeker, William La Cava, Randal S. Olson, Jason H. Moore

Journal of Biomedical Informatics · 2018 · 66 citations · 52 references

Open access

Concepts

ComputingData ScienceData MiningFeature EngineeringMachine LearningDimensionality ReductionFeature ExtractionFeature SelectionInteraction FeaturesFeature Dimensionality ReductionFeature Selection For ClassificationFeature Selection For RegressionHigh-dimensional Feature SelectionPatternsSelection Algorithms

References

52

Regression Shrinkage and Selection Via the Lasso

Robert Tibshirani · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 1996 · 51.8K citations

Business, Biostatistics, Computer Science +17

Regularization and Variable Selection Via the Elastic Net

Hui Zou, Trevor Hastie · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 2005 · 21K citations · Full text

Computing, Computer Science, Data Science +15

The WEKA data mining software

Mark Hall, Eibe Frank, Geoffrey Holmes et al. · ACM SIGKDD Explorations Newsletter · 2009 · 17.8K citations

Computing, Computer Science, Artificial Intelligence +5

No free lunch theorems for optimization

David H. Wolpert, William G. Macready · IEEE Transactions on Evolutionary Computation · 1997 · 13.9K citations

Computing, Computer Science, Mathematics +12

R: A Language for Data Analysis and Graphics

Ross Ihaka, Robert Gentleman · Journal of Computational and Graphical Statistics · 1996 · 10.4K citations

Computing, Computer Science, Computer Graphics +9