Epileptic State Detection: Pre-ictal, Inter-ictal, Ictal
Journal Title: International Journal of Intelligent Systems and Applications in Engineering - Year 2015, Vol 3, Issue 1
Abstract
Epileptic seizure detection and prediction from electroencephalography (EEG) is a vital area of research. In this study, Second-Order Difference Plot (SODP) is used to extract features based on consecutive difference of time domain values from three states of EEG (pre-ictal, ictal and inter-ictal), and Multi-Layer Neural Network classifier is used to classify these three classes. The proposed technique is tested on a publicly available EEG database and classified with Naive Bayes and k-nearest neighbor classifiers. As a result, it is shown that overall accuracy of 98.70% can be achieved by using the proposed system with Neural Network classifier.
Authors and Affiliations
Apdullah Yayik*| Turkish Army Forces, Turkey, Esen Yildirim| Department of Computer Engineering Mustafa Kemal University, Turkey, Yakup Kutlu| Department of Computer Engineering Mustafa Kemal University, Turkey, Serdar Yildirim| Department of Computer Engineering Mustafa Kemal University, Turkey
Keywords
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