Epileptic seizure detection based on the kernel extreme learning machine

doi:10.3233/THC-171343

	Epileptic seizure detection based on the kernel extreme learning machine
	Liu, Qi1 ; Zhao, Xiaoguang1 ; Hou, Zengguang1 ; Liu, Hongguang 2
发表期刊	TECHNOLOGY AND HEALTH CARE
	2017
卷号	25 页码:S399-S409
文章类型	Article
摘要	This paper presents a pattern recognition model using multiple features and the kernel extreme learning machine (ELM), improving the accuracy of automatic epilepsy diagnosis. After simple preprocessing, temporal-and wavelet-based features are extracted from epileptic EEG signals. A combined kernel-function-based ELM approach is then proposed for feature classification. To further reduce the computation, Cholesky decomposition is introduced during the process of calculating the output weights. The experimental results show that the proposed method can achieve satisfactory accuracy with less computation time.
关键词	Epileptic Eeg Multiple Features Elm Kernel Function Cholesky Decomposition
WOS标题词	Science & Technology ; Life Sciences & Biomedicine ; Technology
DOI	10.3233/THC-171343
关键词[WOS]	SUPPORT VECTOR MACHINE ; FEATURE-EXTRACTION ; EEG SIGNALS ; ENTROPY ; CLASSIFICATION ; COEFFICIENTS
收录类别	SCI ; ISTP
语种	英语
WOS研究方向	Health Care Sciences & Services ; Engineering
WOS类目	Health Care Sciences & Services ; Engineering, Biomedical
WOS记录号	WOS:000406157200044
引用统计	被引频次：10[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/20703
专题	复杂系统认知与决策实验室_先进机器人
作者单位	1.Chinese Acad Sci, State Key Lab Management & Control Complex Syst, Inst Automat, Beijing, Peoples R China 2.Chinese Peoples Publ Secur Univ, Inst Crime, Beijing, Peoples R China
第一作者单位	中国科学院自动化研究所
推荐引用方式 GB/T 7714	Liu, Qi,Zhao, Xiaoguang,Hou, Zengguang,et al. Epileptic seizure detection based on the kernel extreme learning machine[J]. TECHNOLOGY AND HEALTH CARE,2017,25:S399-S409.
APA	Liu, Qi,Zhao, Xiaoguang,Hou, Zengguang,&Liu, Hongguang.(2017).Epileptic seizure detection based on the kernel extreme learning machine.TECHNOLOGY AND HEALTH CARE,25,S399-S409.
MLA	Liu, Qi,et al."Epileptic seizure detection based on the kernel extreme learning machine".TECHNOLOGY AND HEALTH CARE 25(2017):S399-S409.