Parameterized attribute reduction with Gaussian kernel based fuzzy rough sets

DOI10.1016/j.ins.2011.07.025zbMath1239.68059OpenAlexW2135596587MaRDI QIDQ424767

Yongping Yang, Qinghua Hu, De-Gang Chen

Publication date: 4 June 2012

Published in: Information Sciences (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1016/j.ins.2011.07.025

zbMATH Keywords

discernibility matrixfeature selectionfuzzy rough setsGaussian kernels

Mathematics Subject Classification ID

Learning and adaptive systems in artificial intelligence (68T05)

Related Items (19)

Enhanced prediction of anti-tubercular peptides from sequence information using divergence measure-based intuitionistic fuzzy-rough feature selection ⋮ Attribute reduction with fuzzy rough self-information measures ⋮ FRPS: a fuzzy rough prototype selection method ⋮ Feature selection in mixed data: a method using a novel fuzzy rough set-based information entropy ⋮ Fuzzy Partition Distance Based Attribute Reduction in Decision Tables ⋮ Multigranular rough set model based on robust intuitionistic fuzzy covering with application to feature selection ⋮ Student-\(t\) kernelized fuzzy rough set model with fuzzy divergence for feature selection ⋮ Geometrical interpretation and applications of membership functions with fuzzy rough sets ⋮ Attribute reduction based on fusion information entropy ⋮ A comparative study of rough sets for hybrid data ⋮ On strong extremal problems in fuzzy graphs ⋮ Covering cycle matroid ⋮ A novel method for attribute reduction of covering decision systems ⋮ Some properties of \( L\)-fuzzy approximation spaces based on bounded integral residuated lattices ⋮ Graph and matrix approaches to rough sets through matroids ⋮ A model for type-2 fuzzy rough sets ⋮ Novel fuzzy rough set models and corresponding applications to multi-criteria decision-making ⋮ Kernel neighborhood rough sets model and its application ⋮ Structure of feature spaces related to fuzzy similarity relations as kernels

Uses Software

• UCI-ml

Cites Work

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