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Novel Burst Suppression Segmentation in the Joint Time-Frequency Domain for EEG in Treatment of Status Epilepticus

Title
Novel Burst Suppression Segmentation in the Joint Time-Frequency Domain for EEG in Treatment of Status Epilepticus
Authors
Lee, JaeyunSong, Woo-JinLee, Hyang WoonShin, Hyun-Chool
Ewha Authors
이향운
SCOPUS Author ID
이향운scopus
Issue Date
2016
Journal Title
COMPUTATIONAL AND MATHEMATICAL METHODS IN MEDICINE
ISSN
1748-670XJCR Link1748-6718JCR Link
Publisher
HINDAWI PUBLISHING CORP
Indexed
SCIE; SCOPUS WOS scopus
Abstract
We developed a method to distinguish bursts and suppressions for EEG burst suppression from the treatments of status epilepticus, employing the joint time-frequency domain. We obtained the feature used in the proposed method from the joint use of the time and frequency domains, and we estimated the decision as to whether the measured EEG was a burst segment or suppression segment by the maximum likelihood estimation. We evaluated the performance of the proposed method in terms of its accordance with the visual scores and estimation of the burst suppression ratio. The accuracy was higher than the sole use of the time or frequency domains, as well as conventional methods conducted in the time domain. In addition, probabilistic modeling provided a more simplified optimization than conventional methods. Burst suppression quantification necessitated precise burst suppression segmentation with an easy optimization; therefore, the excellent discrimination and the easy optimization of burst suppression by the proposed method appear to be beneficial.
DOI
10.1155/2016/2684731
Appears in Collections:
의학전문대학원 > 의학과 > Journal papers
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