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One-Class Classification with Extreme Learning Machine

文献类型：期刊论文

作者Leng, Qian1; Qi, Honggang1; Miao, Jun2; Zhu, Wentao2; Su, Guiping1
刊名MATHEMATICAL PROBLEMS IN ENGINEERING
出版日期2015
页码11
ISSN号1024-123X
DOI10.1155/2015/412957
英文摘要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.
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
语种英语
WOS记录号WOS:000356718900001
出版者HINDAWI PUBLISHING CORPORATION
源URL[http://119.78.100.204/handle/2XEOYT63/9663]  
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.

入库方式： OAI收割

来源：计算技术研究所

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