Network-based sparse Bayesian classification

DOI10.1016/j.patcog.2010.10.016zbMath1213.68528OpenAlexW2052495084MaRDI QIDQ621090

Daniel Hernández-Lobato, José Miguel Hernández-Lobato, Alberto Suárez

Publication date: 2 February 2011

Published in: Pattern Recognition (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1016/j.patcog.2010.10.016

zbMATH Keywords

Markov random fieldsparsityfeature selectionexpectation propagationspike and slabnetwork based classification

Mathematics Subject Classification ID

Pattern recognition, speech recognition (68T10)

Related Items (6)

Nonparametric discriminant analysis with network structures in predictor ⋮ Bayesian network classifiers ⋮ Network-based discriminant analysis for multiclassification ⋮ Bayesian sparse graphical models for classification with application to protein expression data ⋮ Multiclass analysis and prediction with network structured covariates ⋮ Unnamed Item

Uses Software

• STRIPACK
• affy
• ElemStatLearn
• PRMLT

Cites Work

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• Feature selection guided by structural information
• Penalized discriminant analysis
• 10.1162/153244301753683717
• Statistical challenges of high-dimensional data
• Algorithm 772
• Regularization and Variable Selection Via the Elastic Net
• Model Selection and Estimation in Regression with Grouped Variables
• The elements of statistical learning. Data mining, inference, and prediction
• Gene selection for cancer classification using support vector machines

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