Large-scale linear nonparallel support vector machine solver

DOI10.1016/j.neunet.2013.11.014zbMath1298.68231OpenAlexW2050454625WikidataQ45958112 ScholiaQ45958112MaRDI QIDQ470195

Yuan Ping, Ying-Jie Tian

Publication date: 12 November 2014

Published in: Neural Networks (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1016/j.neunet.2013.11.014

zbMATH Keywords

classificationsupport vector machinesmachine learningnonparallel support vector machine

Mathematics Subject Classification ID

Learning and adaptive systems in artificial intelligence (68T05)

Related Items (11)

Nonparallel support vector regression model and its SMO-type solver ⋮ Structural nonparallel support vector machine for pattern recognition ⋮ Multi-view L2-SVM and its multi-view core vector machine ⋮ Insensitive stochastic gradient twin support vector machines for large scale problems ⋮ Unnamed Item ⋮ Angle-based twin support vector machine ⋮ Smooth twin support vector machines via unconstrained convex minimization ⋮ Quadratic kernel-free least square twin support vector machine for binary classification problems ⋮ Large-scale linear nonparallel SVMs ⋮ Large-scale pinball twin support vector machines ⋮ Nonparallel support vector machine based on one optimization problem for pattern recognition

Uses Software

• UCI-ml
• LIBSVM
• RCV1
• Pegasos

Cites Work

• Robust twin support vector machine for pattern classification
• Pegasos: primal estimated sub-gradient solver for SVM
• Optimal kernel selection in twin support vector machines
• TSVR: an efficient twin support vector machine for regression
• Laplacian twin support vector machine for semi-supervised classification
• Twin support vector machine with Universum data
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