CASIA OpenIR  > 复杂系统管理与控制国家重点实验室  > 先进机器人
Epileptic seizure detection based on the kernel extreme learning machine
Liu, Qi1; Zhao, Xiaoguang1; Hou, Zengguang1; Liu, Hongguang2
Source PublicationTECHNOLOGY AND HEALTH CARE
2017
Volume25Pages:S399-S409
SubtypeArticle
AbstractThis 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.
KeywordEpileptic Eeg Multiple Features Elm Kernel Function Cholesky Decomposition
WOS HeadingsScience & Technology ; Life Sciences & Biomedicine ; Technology
DOI10.3233/THC-171343
WOS KeywordSUPPORT VECTOR MACHINE ; FEATURE-EXTRACTION ; EEG SIGNALS ; ENTROPY ; CLASSIFICATION ; COEFFICIENTS
Indexed BySCI ; ISTP
Language英语
WOS Research AreaHealth Care Sciences & Services ; Engineering
WOS SubjectHealth Care Sciences & Services ; Engineering, Biomedical
WOS IDWOS:000406157200044
Citation statistics
Document Type期刊论文
Identifierhttp://ir.ia.ac.cn/handle/173211/20703
Collection复杂系统管理与控制国家重点实验室_先进机器人
Affiliation1.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
Recommended Citation
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.
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