Epileptic seizure detection using DWT based fuzzy approximate entropy and support vector machine

作者: Yatindra Kumar , M.L. Dewal , R.S. Anand

DOI: 10.1016/J.NEUCOM.2013.11.009

关键词:

摘要: … the chaotic dynamics of the EEG signals. In this work it is … approximate entropy drops during the ictal period which proves that the epileptic EEG signal is more ordered than the EEG …

参考文章(39)
Ling Guo, Daniel Rivero, Julián Dorado, Cristian R. Munteanu, Alejandro Pazos, Automatic feature extraction using genetic programming: An application to epileptic EEG classification Expert Systems With Applications. ,vol. 38, pp. 10425- 10436 ,(2011) , 10.1016/J.ESWA.2011.02.118
V. Srinivasan, C. Eswaran, and N. Sriraam, Artificial Neural Network Based Epileptic Detection Using Time-Domain and Frequency-Domain Features Journal of Medical Systems. ,vol. 29, pp. 647- 660 ,(2005) , 10.1007/S10916-005-6133-1
Ling Guo, Daniel Rivero, Julián Dorado, Juan R. Rabuñal, Alejandro Pazos, Automatic epileptic seizure detection in EEGs based on line length feature and artificial neural networks Journal of Neuroscience Methods. ,vol. 191, pp. 101- 109 ,(2010) , 10.1016/J.JNEUMETH.2010.05.020
Nicoletta Nicolaou, Julius Georgiou, Detection of epileptic electroencephalogram based on Permutation Entropy and Support Vector Machines Expert Systems With Applications. ,vol. 39, pp. 202- 209 ,(2012) , 10.1016/J.ESWA.2011.07.008
Vivek Prakash Nigam, Daniel Graupe, A neural-network-based detection of epilepsy. Neurological Research. ,vol. 26, pp. 55- 60 ,(2004) , 10.1179/016164104773026534
Abdulhamit Subasi, M. Ismail Gursoy, EEG signal classification using PCA, ICA, LDA and support vector machines Expert Systems With Applications. ,vol. 37, pp. 8659- 8666 ,(2010) , 10.1016/J.ESWA.2010.06.065
Weiting Chen, Jun Zhuang, Wangxin Yu, Zhizhong Wang, None, Measuring complexity using FuzzyEn, ApEn, and SampEn. Medical Engineering & Physics. ,vol. 31, pp. 61- 68 ,(2009) , 10.1016/J.MEDENGPHY.2008.04.005
Jitendra Virmani, Vinod Kumar, Naveen Kalra, Niranjan Khandelwal, None, SVM-Based Characterization of Liver Ultrasound Images Using Wavelet Packet Texture Descriptors Journal of Digital Imaging. ,vol. 26, pp. 530- 543 ,(2013) , 10.1007/S10278-012-9537-8
Deng Wang, Duoqian Miao, Chen Xie, Best basis-based wavelet packet entropy feature extraction and hierarchical EEG classification for epileptic detection Expert Systems With Applications. ,vol. 38, pp. 14314- 14320 ,(2011) , 10.1016/J.ESWA.2011.05.096