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 |
| DOI | 10.1155/2015/412957 |
| 通讯作者 | Miao, jun(jmiao@ict.ac.cn) |
| 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. |
| WOS关键词 | SUPPORT VECTOR MACHINES ; NEURAL-NETWORKS ; FEEDFORWARD NETWORKS ; HIDDEN NODES ; FUZZY-LOGIC ; ALGORITHM ; APPROXIMATION ; REGRESSION ; ENSEMBLE ; OUTLIERS |
| WOS研究方向 | Engineering ; Mathematics |
| WOS类目 | Engineering, Multidisciplinary ; Mathematics, Interdisciplinary Applications |
| 语种 | 英语 |
| WOS记录号 | WOS:000356718900001 |
| 出版者 | HINDAWI PUBLISHING CORPORATION |
| URI标识 | http://www.irgrid.ac.cn/handle/1471x/2376474 |
| 专题 | 中国科学院大学 |
| 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. |
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来源：中国科学院大学
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