TY - GEN
T1 - Epileptic seizure detection of electroencephalogram based on weighted-permutation entropy
AU - Song, Zhenxi
AU - Wang, Jiang
AU - Cai, Lihui
AU - Deng, Bin
AU - Qin, Yingmei
N1 - Publisher Copyright:
© 2016 IEEE.
PY - 2016/9/27
Y1 - 2016/9/27
N2 - Weighted-permutation entropy (WPE) is modified from permutation entropy (PE), which recently has been proposed as a measurement for nonlinear time series. To explore the efficiency of this method and the features of seizure electroencephalogram (EEG) segments, we investigate the application of WPE in the complexity analysis for epileptic seizure detection based on EEG. It is found that the calculated values of WPE are decreased during seizure segments in the contrast with seizure-free. Moreover, WPE provides a highly distinguishable feature for classifier to obtain more accurate results of automatic classification compared with PE by support vector machine (SVM).
AB - Weighted-permutation entropy (WPE) is modified from permutation entropy (PE), which recently has been proposed as a measurement for nonlinear time series. To explore the efficiency of this method and the features of seizure electroencephalogram (EEG) segments, we investigate the application of WPE in the complexity analysis for epileptic seizure detection based on EEG. It is found that the calculated values of WPE are decreased during seizure segments in the contrast with seizure-free. Moreover, WPE provides a highly distinguishable feature for classifier to obtain more accurate results of automatic classification compared with PE by support vector machine (SVM).
UR - https://www.scopus.com/pages/publications/84991693770
U2 - 10.1109/WCICA.2016.7578764
DO - 10.1109/WCICA.2016.7578764
M3 - 会议稿件
AN - SCOPUS:84991693770
T3 - Proceedings of the World Congress on Intelligent Control and Automation (WCICA)
SP - 2819
EP - 2823
BT - Proceedings of the 2016 12th World Congress on Intelligent Control and Automation, WCICA 2016
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 12th World Congress on Intelligent Control and Automation, WCICA 2016
Y2 - 12 June 2016 through 15 June 2016
ER -