Towards an autonomous human chromosome classification system using Competitive Support Vector Machines Teams (CSVMT)

•A novel approach for chromosome classification problem is proposed.•A competitive cluster Support Vector Machines is hybridized with pattern search.•The classifier provides highly reliable results outperforming the other methods.•It also demonstrates a robust performance over 30 independent trials....

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Veröffentlicht in:	Expert systems with applications 2017-11, Vol.86, p.224-234
Hauptverfasser:	Kusakci, Ali Osman, Ayvaz, Berk, Karakaya, Elif
Format:	Artikel
Sprache:	eng
Schlagworte:	Cells Chromosome classification Chromosomes Classifiers Committee machines Cytogenetics Image classification Karyotyping Optimization Pattern search Principal components analysis Support Vector Machines
Online-Zugang:	Volltext
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