Entropik Kümeleme Kullanılarak Beyin Aktivitesi Karakterizasyonu

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Olcay, Bilal Orkan
Karacali, Bilge

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Abstract

In this study, two novel entropy and mutual information based algorithms have been proposed to characterize the stimulus specific brain activity. In the first method, inter channel mutual information of electroencephalography signals has been calculated and the channels that exhibit synchronized behaivour during stimulus. In the second method, the responsiveness of the individual channels has been characterized in an entropic manner and then, the channels which demonstrates stimulus specific entropic behavior have been obtained. The performance of the proposed methods has been simulated on a real dataset obtained from Dokuz Eylul University Brain Biophysics laboratory. The results demonstrate that different regions of the brain exhibit a coherent activity during stimulus.

Description

Guducu, Cagdas/0000-0002-7735-4048; Ozgoren, Murat/0000-0002-7984-2571; Karacali, Bilge/0000-0002-7765-6329;

Keywords

Electroencephalography, Mutual Information, Entropy, Hierarchical Clustering

Fields of Science

0301 basic medicine, 03 medical and health sciences, 0302 clinical medicine

Citation

Olcay, B. O., Karaçalı, B., Özgören, M., and Güdücü, Ç. (2017, May 15-18). Entropik kümeleme kullanilarak beyin aktivitesi karakterizasyonu. Paper presented at the 25th Signal Processing and Communications Applications Conference. doi:10.1109/SIU.2017.7960503

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