Classification of electroencephalogram signals using wavelet transform and particle swarm optimization

作者: Nasser Omer Ba-Karait , Siti Mariyam Shamsuddin , Rubita Sudirman

DOI: 10.1007/978-3-319-11897-0_41

关键词:

摘要: The electroencephalogram (EEG) is a signal measuring activities of the brain. Therefore, it contains useful information for diagnosis epilepsy. However, very time consuming and costly task to handle these subtle details by human observer. In this paper, particle swarm optimization (PSO) was proposed automate process seizure detection in EEG signals. Initially, signals have been analysed using discrete wavelet transform (DWT) features extraction. Then, PSO algorithm has trained recognize epileptic data. results demonstrate effectiveness method terms classification accuracy stability. A comparison with other methods literature confirms superiority PSO.

参考文章(33)
A SUBASI, EEG signal classification using wavelet feature extraction and a mixture of expert model Expert Systems With Applications. ,vol. 32, pp. 1084- 1093 ,(2007) , 10.1016/J.ESWA.2006.02.005
A SUBASI, Epileptic seizure detection using dynamic wavelet network Expert Systems With Applications. ,vol. 29, pp. 343- 355 ,(2005) , 10.1016/J.ESWA.2005.04.007
I. De Falco, A. Della Cioppa, E. Tarantino, Facing classification problems with Particle Swarm Optimization soft computing. ,vol. 7, pp. 652- 658 ,(2007) , 10.1016/J.ASOC.2005.09.004
Jing Jin, Xingyu Wang, Jianhua Zhang, Optimal selection of EEG electrodes via DPSO algorithm world congress on intelligent control and automation. pp. 5095- 5099 ,(2008) , 10.1109/WCICA.2008.4593756
L.M. Patnaik, Ohil K. Manyam, Epileptic EEG detection using neural networks and post-classification Computer Methods and Programs in Biomedicine. ,vol. 91, pp. 100- 109 ,(2008) , 10.1016/J.CMPB.2008.02.005
Hojjat Adeli, Ziqin Zhou, Nahid Dadmehr, Analysis of EEG records in an epileptic patient using wavelet transform. Journal of Neuroscience Methods. ,vol. 123, pp. 69- 87 ,(2003) , 10.1016/S0165-0270(02)00340-0
Sayan Ghosh, Swagatam Das, Debarati Kundu, Kaushik Suresh, Ajith Abraham, None, Inter-particle communication and search-dynamics of lbest particle swarm optimizers: An analysis Information Sciences. ,vol. 182, pp. 156- 168 ,(2012) , 10.1016/J.INS.2010.10.015
Tiago Sousa, Arlindo Silva, Ana Neves, Particle swarm based Data Mining Algorithms for classification tasks parallel computing. ,vol. 30, pp. 767- 783 ,(2004) , 10.1016/J.PARCO.2003.12.015
Tsukasa Nakamura, Shin-ichi Ito, Yasue Mitsukura, Hiroto Setokawa, A Method for Evaluating the Degree of Human's Preference Based on EEG Analysis intelligent information hiding and multimedia signal processing. pp. 732- 735 ,(2009) , 10.1109/IIH-MSP.2009.196