DocumentCode
2718466
Title
Fractal dimension characterizes seizure onset in epileptic patients
Author
Esteller, R. ; Vachtsevanos, G. ; Echauz, J. ; Henry, T. ; Pennell, P. ; Epstein, C. ; Bakay, R. ; Bowen, C. ; Litt, B.
Author_Institution
Georgia Inst. of Technol., Atlanta, GA, USA
Volume
4
fYear
1999
fDate
15-19 Mar 1999
Firstpage
2343
Abstract
We present a quantitative method for identifying the onset of epileptic seizures in the intracranial electroencephalogram (IEEG), a process which is usually done by expert visual inspection, often with variable results. We performed a fractal dimension (FD) analysis on IEEG recordings obtained from implanted depth and strip electrodes in patients with refractory mesial temporal lobe epilepsy (MTLE) during evaluation for epilepsy surgery. Results demonstrate a reproducible and quantifiable pattern that clearly discriminates the ictal (seizure) period from the pre-ictal (pre-seizure) period. This technique provides an efficient method for IEEG complexity characterization, which may be implemented in real time. Additionally, large volumes of IEEG data can be analyzed through compact records of FD values, achieving data compression on the order of one hundred fold. This technique is promising as a computational tool for determination of electrographic seizure onset in clinical applications
Keywords
data compression; diseases; electroencephalography; fractals; medical signal processing; patient monitoring; EEG data; IEEG; MTLE; clinical applications; complexity characterization; data compression; electrographic seizure onset; epilepsy surgery; epileptic patients; fractal dimension; ictal period; intracranial electroencephalogram; pre-seizure period; preictal period; preseizure period; refractory mesial temporal lobe epilepsy; seizure onset; Data analysis; Electrodes; Epilepsy; Fractals; Inspection; Performance analysis; Performance evaluation; Strips; Surgery; Temporal lobe;
fLanguage
English
Publisher
ieee
Conference_Titel
Acoustics, Speech, and Signal Processing, 1999. Proceedings., 1999 IEEE International Conference on
Conference_Location
Phoenix, AZ
ISSN
1520-6149
Print_ISBN
0-7803-5041-3
Type
conf
DOI
10.1109/ICASSP.1999.758408
Filename
758408
Link To Document