Nonparallel hyperplane support vector machine for binary classification problems

DOI10.1016/j.ins.2013.11.003zbMath1328.68173OpenAlexW2042561770MaRDI QIDQ903637

Wei-Jie Chen, Yuan-Hai Shao, Nai-Yang Deng

Publication date: 14 January 2016

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

Full work available at URL: https://doi.org/10.1016/j.ins.2013.11.003

zbMATH Keywords

pattern recognitionsupport vector machinesnonparallel hyperplanesbinary classificationproximal classifiers

Mathematics Subject Classification ID

Classification and discrimination; cluster analysis (statistical aspects) (62H30) Learning and adaptive systems in artificial intelligence (68T05) Pattern recognition, speech recognition (68T10)

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Uses Software

• Matlab
• LIBSVM
• TPMSVM
• RSVM

Cites Work

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• Robust twin support vector machine for pattern classification
• Twin Mahalanobis distance-based support vector machines for pattern recognition
• Error bounds and convergence analysis of feasible descent methods: A general approach
• Support-vector networks
• Laplacian twin support vector machine for semi-supervised classification
• A coordinate descent margin based-twin support vector machine for classification
• TPMSVM: A novel twin parametric-margin support vector machine for pattern recognition
• A GA-based model selection for smooth twin parametric-margin support vector machine
• A vector-valued support vector machine model for multiclass problem
• A twin-hypersphere support vector machine classifier and the fast learning algorithm