DocumentCode
3083717
Title
Fuzzy structural algorithms to identify and characterize apnea and hypopnea episodes
Author
Otero, Abraham ; Félix, Paulo ; Álvarez, Miguel R. ; Zamarròn, Carlos
Author_Institution
Department of Software and Knowledge Engineering, University San Pablo CEU, 28668 Madrid, Spain
fYear
2008
fDate
20-25 Aug. 2008
Firstpage
5242
Lastpage
5245
Abstract
We present a new automated method to identify apneas and hypopneas and to relate them to the drops in blood oxyhemoglobin saturation that they produce. The algorithm takes advantage of the fuzzy set theory for the representation and manipulation of the vagueness of the medical knowledge on which it is based. Its structural nature allows us to easily modify the morphological detection criteria, and to perform a detailed characterization of the identified events. Based on this proposal, a tool for screening polysomnographic records has been developed. The tool allows the physician to modify the morphological criteria that define apneas, hypopneas, and desaturations as well as to inspect the descriptors that make up their characterization. Using this tool we have analyzed five polysomnographic recordings obtaining an overall correct detection rate of 95%. The false negative rate was 6.6% and the false positive rate was 4.3%.
Keywords
Accidents; Blood; Event detection; Fuzzy set theory; Pathology; Pattern recognition; Public healthcare; Signal processing; Sleep; Testing; Biosignal Processing; Fuzzy Set Theory; Sleep Apnea-Hypopnea Syndrome (SAHS); Structural Pattern Recognition; Algorithms; Decision Support Techniques; Diagnosis, Computer-Assisted; Fuzzy Logic; Humans; Pattern Recognition, Automated; Polysomnography; Reproducibility of Results; Sensitivity and Specificity; Sleep Apnea Syndromes;
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.2008.4650396
Filename
4650396
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