標題: Automated Sleep Staging using Single EEG Channel for REM Sleep Deprivation
作者: Lee, Yu-Hsun
Chen, Yong-Sheng
Chen, Li-Fen
資訊工程學系
Department of Computer Science
關鍵字: automated sleep staging;REM;sleep deprivation;depression
公開日期: 2009
摘要: In medical literatures, it has been reported that the increased REM (rapid eye movement) density is one of the characters of depressed sleep. Some experiments were conducted to confirm that REM sleep deprivation (REM-SD) for a period of time is therapeutic for endogenous depressed patients. However, because of its high complexity and intensive labor requirement, this therapy has not yet been proved validity by a sufficient amount of depressed patients. Therefore, we propose to develop an automated sleep staging system using only single EEC channel to achieve on-line detection for REM state during sleep. For classifier design, we use a dataset of 25 subjects and the staging accuracy can achieve 80%. Once the REM state is detected by the system, the system will alarm the subject to deprive the REM sleep. The effect of REM sleep deprivation can be examined by hypnogram and the proposed system will be applied for clinical trials of depression therapy.
URI: http://hdl.handle.net/11536/17383
http://dx.doi.org/10.1109/BIBE.2009.68
ISBN: 978-1-4244-4294-2
DOI: 10.1109/BIBE.2009.68
期刊: 2009 9TH IEEE INTERNATIONAL CONFERENCE ON BIOINFORMATICS AND BIOENGINEERING
起始頁: 439
結束頁: 442
Appears in Collections:Conferences Paper


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