DocumentCode :
2550373
Title :
Application of bhattacharyya distance as a dissimilarity index for automated prediction of epileptic seizures in rats
Author :
Niknazar, M. ; Vahdat, B. Vosoughi ; Shamsollahi, M.B. ; Sayyah, M.
Author_Institution :
Sch. of Electr. Eng., Sharif Univ. of Technol., Tehran, Iran
fYear :
2010
fDate :
15-17 June 2010
Firstpage :
1
Lastpage :
5
Abstract :
Seizures are defined as manifest of excessive and hypersynchronous activity of neurons in the cerebral cortex and represent a frequent malfunction of the human central nervous system. Therefore, the search for precursors and predictors of a seizure is of utmost clinical relevance and may even guide us to a deep understanding of the seizure generating mechanisms. In this study we analyzed invasive electroencephalogram (EEG) recordings in rats with experimentally induced generalized epilepsy with a nonlinear method called, dissimilarity index. In order to predict epileptic seizures automatically, Bhattacharyya distance between trajectory matrix of reference window, during an interval quite distant in time from any seizure, and trajectory matrix of present window is employed to measure dynamical dissimilarity index. It is found that employed the method can detect the dissimilarity changes of the neural activity prior to epileptic seizures.
Keywords :
electroencephalography; medical signal processing; neurophysiology; Bhattacharyya distance; EEG; automated epileptic seizure prediction; cerebral cortex; dissimilarity index; electroencephalogram; epilepsy; excessive activity; human central nervous system; hypersynchronous activity; neural activity; neurons; Artificial neural networks; Electroencephalography; Epilepsy; Indexes; Phase detection; Rats; Trajectory; Bhattacharyya Distance; Epileptic Seizure Prediction in Rats; pentylenetetrazole;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Intelligent and Advanced Systems (ICIAS), 2010 International Conference on
Conference_Location :
Kuala Lumpur, Malaysia
Print_ISBN :
978-1-4244-6623-8
Type :
conf
DOI :
10.1109/ICIAS.2010.5716146
Filename :
5716146
Link To Document :
بازگشت