• DocumentCode
    541547
  • Title

    Estimation of missing data in multi-channel physiological time-series by average substitution with timing from a reference channel

  • Author

    Langley, Philip ; King, Susan ; Wang, Kun ; Zheng, Dingchang ; Giovannini, Roberto ; Bojarnejad, Marjan ; Murray, Alan

  • Author_Institution
    Freeman Hosp., Newcastle Univ., Newcastle upon Tyne, UK
  • fYear
    2010
  • fDate
    26-29 Sept. 2010
  • Firstpage
    309
  • Lastpage
    312
  • Abstract
    The Computing in Cardiology Challenge 2010 was to develop a computer algorithm for reconstructing missing sections of physiological data. For cardiac related signals our algorithm obtained beat timings from a reference timing channel. Missing beats were estimated from the average of non-missing beats. ECG derived respiration was used for missing respiratory data. Score for event 1 was 59 and for event 2 was 72. Good scores were achieved despite beat-to-beat reconstructions that lacked important physiological detail, serving to illustrate that it is essential to evaluate the clinical impact of reconstruction algorithms.
  • Keywords
    electrocardiography; medical signal processing; time series; Computing in Cardiology Challenge 2010; ECG derived respiration; average substitution; cardiac related signal; missing data estimation; multichannel physiological time series; Algorithm design and analysis; Cardiology; Electrocardiography; Lead; Neodymium; Principal component analysis; Timing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computing in Cardiology, 2010
  • Conference_Location
    Belfast
  • ISSN
    0276-6547
  • Print_ISBN
    978-1-4244-7318-2
  • Type

    conf

  • Filename
    5737971