A Novel Double-Index-Constrained, Multi-view, Fuzzy-Clustering Algorithm and Its Application for Detecting Epilepsy Electroencephalogram Signals | |
Zhu, Jiaqi1,2,3; Li, Kang1,2,3; Xia, Kaijian4; Gu, Xiaoqing5; Xue, Jing6; Qiu, Shi7; Jiang, Yizhang1,2,3; Qian, Pengjiang1,2,3 | |
刊名 | IEEE ACCESS |
2019 | |
卷号 | 7页码:103823-103832 |
关键词 | Epileptic detecting multi-view clustering double-index-constrained fuzzy clustering algorithm |
ISSN号 | 2169-3536 |
DOI | 10.1109/ACCESS.2019.2931695 |
产权排序 | 7 |
英文摘要 | When processing a multi-view, epilepsy electroencephalogram (EEG) dataset, the traditional single-view clustering algorithms cannot fully mine the correlation information between each view and identify the importance of each view because of the limitations of its own methods. This limitation causes poor clustering performance when using these classic, single-view clustering algorithms. To solve this problem, a novel double-index-constrained, multi-view, fuzzy clustering algorithm (DIC-MV-FCM) is proposed for the automatic detection of epilepsy EEG data. The DIC-MV-FCM algorithm is integrated into the multi-view clustering technology and the view-weighted adaptive learning strategy, which can effectively use the correlation information between each view and control the importance of each view to improve the final clustering performance. The experimental results using several epilepsy EEG datasets show that the proposed DIC-MV-FCM algorithm has better clustering performance than the traditional clustering algorithms for processing multi-view EEG data. |
语种 | 英语 |
出版者 | IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC |
WOS记录号 | WOS:000481692400016 |
内容类型 | 期刊论文 |
源URL | [http://ir.opt.ac.cn/handle/181661/31817] |
专题 | 西安光学精密机械研究所_光学影像学习与分析中心 |
通讯作者 | Jiang, Yizhang |
作者单位 | 1.Jiangnan Univ, Sch Digital Media, Wuxi 214122, Jiangsu, Peoples R China 2.Jiangsu Key Lab Media Design & Software Technol, Wuxi 214122, Jiangsu, Peoples R China 3.Jiangsu Jiangda Smart Sci & Technol Ltd, Chengbei 214500, Jiangsu, Peoples R China 4.Changshu 1 Peoples Hosp, Changshu 215500, Jiangsu, Peoples R China 5.Changzhou Univ, Sch Informat Sci & Engn, Changzhou 213164, Jiangsu, Peoples R China 6.Nanjing Med Univ, Affiliated Wuxi Peoples Hosp, Dept Nephrol, Nanjing 214023, Jiangsu, Peoples R China 7.Chinese Acad Sci, Xian Inst Opt & Precis Mech, Key Lab Spectral Imaging Technol, Xian 710119, Shaanxi, Peoples R China |
推荐引用方式 GB/T 7714 | Zhu, Jiaqi,Li, Kang,Xia, Kaijian,et al. A Novel Double-Index-Constrained, Multi-view, Fuzzy-Clustering Algorithm and Its Application for Detecting Epilepsy Electroencephalogram Signals[J]. IEEE ACCESS,2019,7:103823-103832. |
APA | Zhu, Jiaqi.,Li, Kang.,Xia, Kaijian.,Gu, Xiaoqing.,Xue, Jing.,...&Qian, Pengjiang.(2019).A Novel Double-Index-Constrained, Multi-view, Fuzzy-Clustering Algorithm and Its Application for Detecting Epilepsy Electroencephalogram Signals.IEEE ACCESS,7,103823-103832. |
MLA | Zhu, Jiaqi,et al."A Novel Double-Index-Constrained, Multi-view, Fuzzy-Clustering Algorithm and Its Application for Detecting Epilepsy Electroencephalogram Signals".IEEE ACCESS 7(2019):103823-103832. |
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