One-Class Classification with Extreme Learning Machine

doi:10.1155/2015/412957

	One-Class Classification with Extreme Learning Machine
	Leng, Qian 1; Qi, Honggang 1; Miao, Jun 2; Zhu, Wentao 2; Su, Guiping 1
	2015
发表期刊	MATHEMATICAL PROBLEMS IN ENGINEERING
ISSN	1024-123X
页码	11
摘要	One-class classification problem has been investigated thoroughly for past decades. Among one of the most effective neural network approaches for one-class classification, autoencoder has been successfully applied for many applications. However, this classifier relies on traditional learning algorithms such as backpropagation to train the network, which is quite time-consuming. To tackle the slow learning speed in autoencoder neural network, we propose a simple and efficient one-class classifier based on extreme learning machine (ELM). The essence of ELM is that the hidden layer need not be tuned and the output weights can be analytically determined, which leads to much faster learning speed. The experimental evaluation conducted on several real-world benchmarks shows that the ELM based one-class classifier can learn hundreds of times faster than autoencoder and it is competitive over a variety of one-class classification methods.
DOI	10.1155/2015/412957
收录类别	SCI
语种	英语
资助项目	Natural Science Foundation of China[61175115] ; Natural Science Foundation of China[61272320] ; Natural Science Foundation of China[61379100] ; Natural Science Foundation of China[61472388]
WOS研究方向	Engineering ; Mathematics
WOS类目	Engineering, Multidisciplinary ; Mathematics, Interdisciplinary Applications
WOS记录号	WOS:000356718900001
出版者	HINDAWI PUBLISHING CORPORATION
引用统计	被引频次：89[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://119.78.100.204/handle/2XEOYT63/9664
专题	中国科学院计算技术研究所期刊论文_英文
通讯作者	Miao, Jun
作者单位	1.Univ Chinese Acad Sci, Sch Comp & Control Engn, Beijing 101408, Peoples R China 2.Chinese Acad Sci, Inst Comp Technol, Key Lab Intelligent Informat Proc, Beijing 100190, Peoples R China
推荐引用方式 GB/T 7714	Leng, Qian,Qi, Honggang,Miao, Jun,et al. One-Class Classification with Extreme Learning Machine[J]. MATHEMATICAL PROBLEMS IN ENGINEERING,2015:11.
APA	Leng, Qian,Qi, Honggang,Miao, Jun,Zhu, Wentao,&Su, Guiping.(2015).One-Class Classification with Extreme Learning Machine.MATHEMATICAL PROBLEMS IN ENGINEERING,11.
MLA	Leng, Qian,et al."One-Class Classification with Extreme Learning Machine".MATHEMATICAL PROBLEMS IN ENGINEERING (2015):11.