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Feature selection in machine learning: A new perspective

Neurocomputing · 2018 · Vol. 300 · pp. 70–79
Jie CaiJiawei LuoShulin WangSheng Yang
Gene expression and cancer classificationFace and Expression RecognitionMachine Learning and Data ClassificationFeature selectionMachine learningComputer scienceArtificial intelligenceCluster analysisFeature (linguistics)Perspective (graphical)Selection (genetic algorithm)Unsupervised learningSupervised learning

Funding

  • National Science Foundation
  • National Natural Science Foundation of China
  • National University of Defense Technology
Citations
2,010
FWCI
55.31
field-weighted impact
References
264
Percentile
100%
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Citations per year
References
Neural networks for pattern recognition
Choice Reviews Online · 1994 · 18,690 citations
The Adaptive Lasso and Its Oracle Properties
Journal of the American Statistical Association · 2006 · 7,497 citations
Neural networks for pattern recognition
Neural Networks · 1995 · 1,895 citations
Least angle regression
The Annals of Statistics · 2004 · 9,400 citations
Model Selection and Inference: A Practical Information-Theoretic Approach
Journal of the American Statistical Association · 2000 · 4,222 citations
The random subspace method for constructing decision forests
IEEE Transactions on Pattern Analysis and Machine Intelligence · 1998 · 6,773 citations
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