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One-Class Classification with Extreme Learning Machine
Leng, Qian1; Qi, Honggang1; Miao, Jun2; Zhu, Wentao2; Su, Guiping1
2015
发表期刊MATHEMATICAL PROBLEMS IN ENGINEERING
ISSN1024-123X
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.
DOI10.1155/2015/412957
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
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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.
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