Detection of sleep apnea from surface ECG based on features extracted by an autoregressive model

Annual International Conference of the IEEE Engineering in Medicine and Biology - Proceedings

Volumn , Issue , 2007, Pages 6105-6108

  Mendez, Martin O ^b   Ruini, Davide D ^b   Villantieri, Omar P ^b   Matteucci, Matteo ^a,b   Penzel, Thomas ^c   Cerutti, Sergio ^a,b   Bianchi, Anna M ^a,b  

^a IEEE

^b POLITECNICO DI MILANO   (Italy)

^c CHARITÉ UNIVERSITÄTSMEDIZIN BERLIN   (Germany)

Author keywords

[No Author keywords available]

Indexed keywords

CARDIOLOGY; DATABASE SYSTEMS; ELECTROCARDIOGRAPHY; FEATURE EXTRACTION; MATHEMATICAL MODELS; POWER SPECTRAL DENSITY;

AUTOREGRESSIVE MODELS; LEARNING CLASSIFIERS; OBSTRUCTIVE SLEEP APNEA (OSA);

MEDICAL PROBLEMS;

EID: 57649228473     PISSN: 05891019     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IEMBS.2007.4353742     Document Type: Conference Paper

References (8)

1. G. D. Young T, Epidemiology of Obstructive Sleep Apnea, a Population Health Perspective, Am J Respir Crit Care Med, 2002, pp 1217-1239.
2. D. P. White, Sleep apnea, Proc Am Thorac Soc, 2006, pp 124-128.
3. T. Penzel, J.McNames, A.Murray, P. DeChazal, G. Moody, and B. Raymond, Systematic comparison of different algorithms for apnoea detection, based on electrocardiogram recordings, Med Biol Eng Comput, 2002, pp 402-407.
4. P. de Chazal, C. Heneghan, E. Sheridan, R. Reilly, P. Nolan, and M. O'Malley, Automated processing of the single-lead electrocardiogram for the detection of obstructive sleep apnoea, IEEE Trans Biomed Eng, 2003, pp 686-696.
5. A.M. Bianchi, L. Mainardi, E. Petrucci,M.G. Signorini, M. Mainardi, S Cerutti, Time-Variant Power Spectrum. Analysis for the Detection of Transient Episodes in HRV Signal, IEEE trans Biomed Eng, 1993, pp 136-144.
6. O'Brien C., Heneghan C., A comparison of algorithms for estimation of a respiratory signal from the surface electrocardiogram, Comput Biol Med., 2007, 37(3), pp. 305-14
7. R.O. Duda, P.E. Hart, D.G. Stork Pattern Classification, Wiley, 2001.
8. de Chazal P., Heneghan C., Sheridan E., Reilly R., Nolan P., O'Malley M., Automatic classification of sleep apnea epochs using the electro-cardiogram, Proc. of Computers in Cardiology Conf. 2000, pp. 75-8.