Title :
Automatc Detection of Epileptic Seizure using Time-Frequency Distributions
Author :
Mohseni, Hamid R. ; Maghsoudi, Arash ; Kadbi, Mohammad H. ; Hashemi, Javad ; Ashourvan, Arian
Abstract :
The aim of this work is to introduce a new method based on time frequency distribution for classifying the EEG signals. Some parameters are extracted using time-frequency distribution as inputs to a Feed-Forward Backpropagation Neural Networks (FBNN). The proposed method had better results with 98.25% accuracy compared to previously studied methods such as Wavelet transform, Entropy, Logistic regression and Lyapanov Exponent.
Keywords :
Curve fitting; Electroencephalogram (EEG); Epileptic seizure; Neural networks; Time-frequency;
Conference_Titel :
Advances in Medical, Signal and Information Processing, 2006. MEDSIP 2006. IET 3rd International Conference On
Conference_Location :
Glasgow, UK
Print_ISBN :
978-0-86341-658-3