A generalized eigenvalues classifier with embedded feature selection

DOI10.1007/s11590-015-0955-7zbMath1407.68417OpenAlexW1836923458MaRDI QIDQ526414

Marco Viola, Gerardo Toraldo, Mara Sangiovanni, Mario Rosario Guarracino

Publication date: 12 May 2017

Published in: Optimization Letters (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1007/s11590-015-0955-7

zbMATH Keywords

feature selectionsupervised classificationembedded methods

Mathematics Subject Classification ID

Classification and discrimination; cluster analysis (statistical aspects) (62H30) Numerical computation of eigenvalues and eigenvectors of matrices (65F15) Learning and adaptive systems in artificial intelligence (68T05)

Related Items (2)

Solving a class of feature selection problems via fractional 0--1 programming ⋮ Semi-supervised generalized eigenvalues classification

Uses Software

• Matlab
• UCI-ml
• ReGEC_L1
• Glmnet

Cites Work

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• Continuous methods for symmetric generalized eigenvalue problems
• On spectral properties of steepest descent methods
• Numerical Methods for Large Eigenvalue Problems
• On the Identification Property of a Projected Gradient Method
• 10.1162/153244303322753616
• Regularization and Variable Selection Via the Elastic Net
• A classification method based on generalized eigenvalue problems
• Gene selection for cancer classification using support vector machines
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