DocumentCode
3081045
Title
Entropy analysis on EEG signal in a case study of focal myoclonus
Author
Molteni, Erika ; Perego, Paolo ; Zanotta, Nicoletta ; Reni, Gianluigi
Author_Institution
Politecnico di Milano, Italy
fYear
2008
fDate
20-25 Aug. 2008
Firstpage
4724
Lastpage
4727
Abstract
Electrophysiological studies provide useful information for diagnosis and classification of myoclonus, and for the investigation of its generative mechanisms, due to association of myoclonus with abnormally increased excitability of cortical structures. In this work we analyzed the polygraphic data of a 7-year old girl affected by continuous partial epilepsy with focal myoclonus both related and not related with epileptiform discharges on EEG. We applied Sample Entropy (SampEn) and Lempel-Ziv complexity (LZ) methods to investigate the regularity and complexity content of EEG recordings and to find possible analogies in the behaviour of non-parametric complexity measures in epilepsy and in myoclonus. Our results show that these algorithms succeeded in finding a significant difference between the hypothesized focus on C3 electrode and the contralateral electrode C4, for EEG correlated myoclonus. A significant difference between the two contralateral electrodes (C3–C4) was also found for non EEG correlated myoclonus, but only by means of SampEn. This preliminary study confirmed the ability of entropic methods in discriminating myoclonic events. Indeed, near the myoclonic focus location both SampEn and LZ methods showed below average values.
Keywords
Data analysis; Electrodes; Electroencephalography; Electromyography; Entropy; Epilepsy; Low pass filters; Magnetic separation; Muscles; Signal analysis; Algorithms; Child; Data Interpretation, Statistical; Diagnosis, Computer-Assisted; Electrodes; Electroencephalography; Electromyography; Entropy; Epilepsies, Myoclonic; Female; Humans; Pattern Recognition, Automated; Reproducibility of Results; Signal Processing, Computer-Assisted;
fLanguage
English
Publisher
ieee
Conference_Titel
Engineering in Medicine and Biology Society, 2008. EMBS 2008. 30th Annual International Conference of the IEEE
Conference_Location
Vancouver, BC
ISSN
1557-170X
Print_ISBN
978-1-4244-1814-5
Electronic_ISBN
1557-170X
Type
conf
DOI
10.1109/IEMBS.2008.4650268
Filename
4650268
Link To Document