Feature Selection Publications

Publications in Feature Selection

Explore the most influential research papers and scholarly works that have shaped Feature Selection. Use the concept filter below to focus on a specific sub-area of research.

Feature Selection

15.2K

Publications

1.1M

Citations

Showing yearly statistics from 2000-2026.

Page 1

	Year	Citations
Regression Shrinkage and Selection Via the Lasso Robert Tibshirani Journal of the Royal Statistical Society Series B (Statistical Methodology) EngineeringHigh-dimensional MethodRobust ModelingEstimation StatisticFeature Selection	1996	50.3K
Feature selection based on mutual information criteria of max-dependency, max-relevance, and min-redundancy Fuhui Long, Chen Ding IEEE Transactions on Pattern Analysis and Machine Intelligence EngineeringMachine LearningMutual Information CriteriaDiagnosisFeature Selection	2005	10.2K
Least angle regression Bradley Efron, Trevor Hastie, Iain M. Johnstone, The Annals of Statistics EngineeringMachine LearningFeature SelectionRegression AnalysisLars Modification	2004	9.4K
Variable Selection via Nonconcave Penalized Likelihood and its Oracle Properties Jianqing Fan, Runze Li Journal of the American Statistical Association Parameter EstimationEngineeringMachine LearningData ScienceHigh-dimensional Method	2001	9K
Wrappers for feature subset selection Ron Kohavi, George H. John Artificial Intelligence EngineeringMachine LearningData ScienceData MiningPattern Recognition	1997	8.8K
An introduction to variable and feature selection GuyonIsabelle, ElisseeffAndré Journal of Machine Learning Research EngineeringMachine LearningData ScienceData MiningPattern Recognition	2003	7.8K
The Adaptive Lasso and Its Oracle Properties Hui Zou Journal of the American Statistical Association EngineeringMachine LearningData ScienceHigh-dimensional MethodLasso Variable Selection	2006	7.4K
Model Selection and Estimation in Regression with Grouped Variables Ming Yuan, Yi Lin Journal of the Royal Statistical Society Series B (Statistical Methodology) Low-rank ApproximationParameter EstimationEngineeringGrouped VariablesData Science	2005	7.3K
THE MEASUREMENT OF SELECTION ON CORRELATED CHARACTERS Russell Lande, Stevan J. Arnold Evolution Phenotypic VariationGeneticsStatistical FoundationFeature SelectionNatural Selection	1983	5K
A survey on feature selection methods Girish Chandrashekar, Ferat Sahin Computers & Electrical Engineering EngineeringData ScienceData MiningPattern RecognitionFeature Engineering	2013	5K
Feature Selection with the<b>Boruta</b>Package Miron B. Kursa, Witold R. Rudnicki Journal of Statistical Software Relevant VariablesData ClassificationEngineeringInformation RetrievalData Science	2010	4.9K
Regression Shrinkage and Selection via The Lasso: A Retrospective Robert Tibshirani Journal of the Royal Statistical Society Series B (Statistical Methodology) Sparse RepresentationEngineeringHigh-dimensional MethodBrief ReviewFeature Selection	2011	3.6K

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