Concepedia

Sparse Proximal Support Vector Machines for feature selection in high dimensional datasets

Vijay Pappu, Orestis P. Panagopoulos, Petros Xanthopoulos, Pãnos M. Pardalos

Expert Systems with Applications · 2015 · 27 citations · 62 references

Open access

Concepts

ComputingComputer ScienceData ScienceData MiningMachine LearningOptimizationDimension ReductionDimensionality ReductionFeature SelectionOptimization For Machine LearningRepresentation LearningSupport Vector MachinesFeature Subset SelectionHigh-dimensional Data MiningHigh-dimensional Feature SelectionOptimization For High-dimensional DataSparse Feature SelectionSparse Support Vector MachinesSvms

References

62

Random Forests

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

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

UCI Machine Learning Repository

Arthur Asuncion · Medical Entomology and Zoology · 2007 · 24.4K citations

Computing, Computer Science, Artificial Intelligence +10

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

Regularization Paths for Generalized Linear Models via Coordinate Descent

Jerome H. Friedman, Trevor Hastie, Robert Tibshirani · Journal of Statistical Software · 2010 · 17.1K citations · Full text

Natural Sciences, Computer Science, Mathematics +17