Nonlinear clustering-based support vector machine for large data sets

doi:10.1080/10556780802102453

CSpace > 系统科学研究所

	Nonlinear clustering-based support vector machine for large data sets
	Wang, Yongqiao 2; Zhang, Xun 1; Wang, Souyang1 ; Lai, K. K.3
	2008
发表期刊	OPTIMIZATION METHODS & SOFTWARE
ISSN	1055-6788
卷号	23 期号:4 页码:533-549
摘要	This paper presents a kernel clustering-based support vector machine (KCB-SVM) that generalizes the linear clustering-based support vector machine (CB-SVM) to solve nonlinear classification problems in a novel way. It can not only handles large data sets, but can also have nonlinear discriminant power. By introducing kernel clustering, KCB-SVM unifies the metrics in the clustering and training stages. Elaborately designed clustering features summarize all the information required for further clustering and training, which allows only one scan of the total data sets. Experiments on both artificial and real large data sets show that the KCB-SVM not only achieves better classification accuracy than random sampling, active learning and CB-SVM, but also retains the ability to handle large data sets.
关键词	classification kernel clustering support vector machine active learning
DOI	10.1080/10556780802102453
语种	英语
WOS研究方向	Computer Science ; Operations Research & Management Science ; Mathematics
WOS类目	Computer Science, Software Engineering ; Operations Research & Management Science ; Mathematics, Applied
WOS记录号	WOS:000257545100006
出版者	TAYLOR & FRANCIS LTD
引用统计
文献类型	期刊论文
条目标识符	http://ir.amss.ac.cn/handle/2S8OKBNM/6488
专题	系统科学研究所
通讯作者	Wang, Souyang
作者单位	1.Chinese Acad Sci, Inst Syst Sci, Acad Math & Syst Sci, Beijing, Peoples R China 2.Zhejiang Gongshang Univ, Coll Finance, Hangzhou, Zhejiang, Peoples R China 3.City Univ Hong Kong, Dept Management Sci, Kowloon, Hong Kong, Peoples R China
推荐引用方式 GB/T 7714	Wang, Yongqiao,Zhang, Xun,Wang, Souyang,et al. Nonlinear clustering-based support vector machine for large data sets[J]. OPTIMIZATION METHODS & SOFTWARE,2008,23(4):533-549.
APA	Wang, Yongqiao,Zhang, Xun,Wang, Souyang,&Lai, K. K..(2008).Nonlinear clustering-based support vector machine for large data sets.OPTIMIZATION METHODS & SOFTWARE,23(4),533-549.
MLA	Wang, Yongqiao,et al."Nonlinear clustering-based support vector machine for large data sets".OPTIMIZATION METHODS & SOFTWARE 23.4(2008):533-549.