Online independent reduced least squares support vector regression

DOI10.1016/j.ins.2012.02.052zbMath1248.68427OpenAlexW2070899640MaRDI QIDQ712698

Jian-Guo Sun, Yong-Ping Zhao, Zhi-An Zhang, Zhong-Hua Du, Ye-Bo Li

Publication date: 17 October 2012

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

Full work available at URL: https://doi.org/10.1016/j.ins.2012.02.052

zbMATH Keywords

online algorithmmachine learninglinear independencesupport vector regressionoffline algorithm

Mathematics Subject Classification ID

Linear inference, regression (62J99) Learning and adaptive systems in artificial intelligence (68T05) Online algorithms; streaming algorithms (68W27)

Related Items (4)

\(K\)-plane regression ⋮ A pruning method of refining recursive reduced least squares support vector regression ⋮ Incremental kernel minimum squared error (KMSE) ⋮ Control-based algorithms for high dimensional online learning

Uses Software

• RSVM

Cites Work

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• Evolution strategies based adaptive \(L_{p}\) LS-SVM
• Adaptive simplification of solution for support vector machine
• Fast cross-validation algorithms for least squares support vector machine and kernel ridge regression
• On-line independent support vector machines
• Recursive reduced least squares support vector regression
• Weighted least squares support vector machines: robustness and sparse approximation
• Improved sparse least-squares support vector machines
• Local prediction of nonlinear time series using support vector regression
• SMO Algorithm for Least-Squares SVM Formulations
• Chaos control using least-squares support vector machines
• Bayesian Framework for Least-Squares Support Vector Machine Classifiers, Gaussian Processes, and Kernel Fisher Discriminant Analysis
• Online Learning with Kernels

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