Classification of oximetry signals using Bayesian neural networks to assist in the detection of obstructive sleep apnoea syndrome

Article English OPEN
Marcos, J.V.; Homero, R.; Álvarez, D.; Nabney, Ian T.; del Campo, F.; Zamarron, C.;
(2010)

In the present study, multilayer perceptron (MLP) neural networks were applied to help in the diagnosis of obstructive sleep apnoea syndrome (OSAS). Oxygen saturation (SaO2) recordings from nocturnal pulse oximetry were used for this purpose. We performed time and spect... View more
  • References (21)
    21 references, page 1 of 3

    Álvarez D, Hornero R, Abásolo D, Del Campo F and Zamarrón C 2006 Nonlinear characteristics of blood oxygen saturation from nocturnal oximetry for obstructive sleep apnoea detection Physiol. Meas. 27 399-412

    Álvarez D, Hornero R, García M, Del Campo F and Zamarrón C 2007 Improving diagnostic ability of blood oxygen saturation from overnight pulse oximetry in obstructive sleep apnea detection by means of central tendency measure Artif. Intell. Med. 41 13-24

    Bennet JA and Kinnear WJM 1999 Sleep on the cheap: the role of overnight oximetry in the diagnosis of sleep apnoea hypopnoea syndrome Thorax 54 958-9

    Bishop CM 1995 Neural networks for pattern recognition (Oxford University Press, Oxford, UK)

    Cohen ME, Hudson DL and Deedwania PC 1996 Applying continuous chaotic modelling to cardiac signals IEEE Eng. Med. Biol. Mag. 15 97-102

    Del Campo F, Hornero R, Zamarrón C, Abásolo DE and Álvarez D 2006 Oxygen saturation regularity analysis in the diagnosis of obstructive sleep apnea Artif. Intell. Med. 37 111-8

    El-Solh AA, Magalang UJ, Mador MJ, Dmochowski J, Veeramachaneni S, Saberi A, Draw AM, Lieber BB and Grant BJB 2003 The utility of neural network in the diagnosis of Cheyne-Stokes respiration J. Med. Eng. Technol. 27 54-8

    George CFP 2001 Reduction in motor vehicle collisions following treatment of sleep apnoea with nasal CPAP Thorax 56 508-12

    Hanley JA and McNeil BJ 1982 The meaning and use of the area under a receiving operating characteristic (ROC) curve Radiology 143 29-36

    Haykin S 1996 Neural networks expand SP's horizons IEEE Signal Process. Mag. 13 24-49

  • Related Organizations (3)
  • Metrics
Share - Bookmark