Dynamic class imbalance learning for incremental LPSVM

DOI10.1016/j.neunet.2013.02.007zbMath1296.68138OpenAlexW2154134600WikidataQ44530948 ScholiaQ44530948MaRDI QIDQ459443

Tao Ban, Lei Zhu, Abdolhossein Sarrafzadeh, Shaoning Pang, Gang Chen, Daisuke Inoue

Publication date: 9 October 2014

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

Full work available at URL: https://hdl.handle.net/10652/2383

zbMATH Keywords

incremental learningdata streamsdynamic class imbalance learning (DCIL)linear proximal support vector machines (LPSVMs)weighted LPSVM

Mathematics Subject Classification ID

Learning and adaptive systems in artificial intelligence (68T05)

Related Items

Post-boosting of classification boundary for imbalanced data using geometric mean

Uses Software

• Matlab
• UCI-ml
• LIBSVM
• SMOTE

Cites Work

• Face recognition using the embedded HMM with second-order block-specific observations.
• Membership authentication in the dynamic group by face classification using SVM ensemble
• Machine Learning: ECML 2004
• Multicategory proximal support vector machine classifiers
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