Automatic Sleep Scoring Based Only on Electrocardiogram Records

Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F68407700%3A21230%2F07%3A03135939" target="_blank" >RIV/68407700:21230/07:03135939 - isvavai.cz</a>
Result on the web
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DOI - Digital Object Identifier
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Result language
angličtina
Original language name
Automatic Sleep Scoring Based Only on Electrocardiogram Records
Original language description
The technique of Polysomnography used in the diagnostic procedure for sleep studies require observation of numerous signals during sleep time. Evaluating these signals in 30 seconds interval is time consuming even for experience physician. Because that these signals are recorded in digital form and the diagnosis is made directly from these records, so they are suitable for automatic processing. The aim of this work is to automatically classify sleep stage using only the electrocardiogram (ECG) records.Our approach has been tested on a real ECG records from different patients demonstrating the feasibility of the proposed method. The capability to differentiate sleep stages in predefined categories (wake,light sleep, deep sleep, REM) was successful in 65%. The Classification performed at data set containing only deep sleep and REM categories had 83.4% reliability
Czech name
Automatické detekce spánkových stavů na základě EKG signálu
Czech description
Automatické detekce spánkových stavů na základě EKG signálu

Publication year
2007
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Article name in the collection
Proceedings of the 6th EUROSIM Congress on Modelling and Simulation
ISBN
978-3-901608-32-2
ISSN
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e-ISSN
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Number of pages
11
Pages from-to
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Publisher name
ARGESIM
Place of publication
Vienna
Event location
Ljubljana
Event date
Sep 9, 2007
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
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