Optimal classification of epileptic seizures in EEG using wavelet analysis and genetic algorithm

作者: Hasan Ocak

DOI: 10.1016/J.SIGPRO.2008.01.026

关键词:

摘要: … In this study, a new method was presented for selecting the optimal wavelet analysis and ApEn-based features that maximizes the classification percentages of an LVQ based normal …

参考文章(28)
P. Zarjam, M. Mesbah, B. Boashash, Detection of newborn EEG seizure using optimal features based on discrete wavelet transform international conference on acoustics, speech, and signal processing. ,vol. 2, pp. 265- 268 ,(2003) , 10.1109/ICASSP.2003.1202345
Y.U. Khan, J. Gotman, Wavelet based automatic seizure detection in intracerebral electroencephalogram. Clinical Neurophysiology. ,vol. 114, pp. 898- 908 ,(2003) , 10.1016/S1388-2457(03)00035-X
Steven M. Pincus, Igor M. Gladstone, Richard A. Ehrenkranz, A regularity statistic for medical data analysis. Journal of Clinical Monitoring and Computing. ,vol. 7, pp. 335- 345 ,(1991) , 10.1007/BF01619355
Abdulhamit Subasi, Automatic detection of epileptic seizure using dynamic fuzzy neural networks Expert Systems With Applications. ,vol. 31, pp. 320- 328 ,(2006) , 10.1016/J.ESWA.2005.09.027
T. Kohonen, Improved versions of learning vector quantization international joint conference on neural network. pp. 545- 550 ,(1990) , 10.1109/IJCNN.1990.137622
Jörgen Bruhn, Heiko Röpcke, Benno Rehberg, Thomas Bouillon, Andreas Hoeft, Electroencephalogram Approximate Entropy Correctly Classifies the Occurrence of Burst Suppression Pattern as Increasing Anesthetic Drug Effect Anesthesiology. ,vol. 93, pp. 981- 985 ,(2000) , 10.1097/00000542-200010000-00018
J. Gotman, D. Flanagan, J. Zhang, B. Rosenblatt, Automatic seizure detection in the newborn: methods and initial evaluation Electroencephalography and Clinical Neurophysiology. ,vol. 103, pp. 356- 362 ,(1997) , 10.1016/S0013-4694(97)00003-9
N. Pradhan, P.K. Sadasivan, G.R. Arunodaya, Detection of seizure activity in EEG by an artificial neural network: a preliminary study Computers and Biomedical Research. ,vol. 29, pp. 303- 313 ,(1996) , 10.1006/CBMR.1996.0022
Osvaldo A. Rosso, Susana Blanco, Adrian Rabinowicz, Wavelet analysis of generalized tonic-clonic epileptic seizures Signal Processing. ,vol. 83, pp. 1275- 1289 ,(2003) , 10.1016/S0165-1684(03)00054-9