Multiclass classification and gene selection with a stochastic algorithm

DOI10.1016/j.csda.2009.02.028zbMath1453.62057OpenAlexW2169821455MaRDI QIDQ961825

Agnès Bonnet, Sébastien Gadat, Kim-Anh Lê Cao

Publication date: 1 April 2010

Published in: Computational Statistics and Data Analysis (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1016/j.csda.2009.02.028

Mathematics Subject Classification ID

Computational methods for problems pertaining to statistics (62-08) Classification and discrimination; cluster analysis (statistical aspects) (62H30) Applications of statistics to biology and medical sciences; meta analysis (62P10)

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Uses Software

• SVMlight
• ofw

Cites Work

• Bagging predictors
• Using boosting to prune double-bagging ensembles
• Simultaneous cancer classification and gene selection with Bayesian nearest neighbor method: an integrated approach
• Stochastic approximation methods for constrained and unconstrained systems
• Adaptive Weighted Learning for Unbalanced Multicategory Classification
• Improvements on Cross-Validation: The .632+ Bootstrap Method
• Selection bias in gene extraction on the basis of microarray gene-expression data
• Random forests
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