Density-induced margin support vector machines

DOI10.1016/j.patcog.2011.01.006zbMath1210.68098OpenAlexW2081388083MaRDI QIDQ716374

Li Zhang, Wei-Da Zhou

Publication date: 28 April 2011

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

Full work available at URL: https://doi.org/10.1016/j.patcog.2011.01.006

zbMATH Keywords

machine learningsupport vector machinemaximum margin classifierrelative density degree

Mathematics Subject Classification ID

Learning and adaptive systems in artificial intelligence (68T05) Pattern recognition, speech recognition (68T10)

Related Items (5)

CTSVM: a robust twin support vector machine with correntropy-induced loss function for binary classification problems ⋮ Fisher-regularized support vector machine ⋮ Structural nonparallel support vector machine for pattern recognition ⋮ Laplacian pair-weight vector projection for semi-supervised learning ⋮ A locality correlation preserving support vector machine

Uses Software

• UCI-ml
• GLPK
• LIBSVM

Cites Work

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• Sparse ensembles using weighted combination methods based on linear programming
• Optimizing the data-dependent kernel under a unified kernel optimization framework
• Possibilistic support vector machines
• Improving support vector data description using local density degree
• A two-distribution compounded statistical model for Radar HRRP target recognition
• On the generalization of soft margin algorithms

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