• DocumentCode
    875857
  • Title

    Errors in the Estimation of Approximate Entropy and Other Recurrence-Plot-Derived Indices Due to the Finite Resolution of RR Time Series

  • Author

    Garcia-Gonzalez, M.A. ; Fernandez-Chimeno, M. ; Ramos-Castro, Juan

  • Author_Institution
    Dept. of Electron. Eng., Univ. Politec. de Catalunya, Barcelona
  • Volume
    56
  • Issue
    2
  • fYear
    2009
  • Firstpage
    345
  • Lastpage
    351
  • Abstract
    An analysis of the errors due to the finite resolution of RR time series in the estimation of the approximate entropy (ApEn) is described. The quantification errors in the discrete RR time series produce considerable errors in the ApEn estimation (bias and variance) when the signal variability or the sampling frequency is low. Similar errors can be found in indices related to the quantification of recurrence plots. An easy way to calculate a figure of merit [the signal to resolution of the neighborhood ratio (SRN)] is proposed in order to predict when the bias in the indices could be high. When SRN is close to an integer value n, the bias is higher than when near n-1/2 or n+1/2. Moreover, if SRN is close to an integer value, the lower this value, the greater the bias is.
  • Keywords
    electrocardiography; ECG; RR time series finite resolution; approximate entropy; heart rate variability; recurrence-plot-derived indices; signal variability; Biomedical engineering; Biomedical measurements; Entropy; Estimation error; Frequency estimation; Heart rate variability; Sampling methods; Signal resolution; Time measurement; Time series analysis; Approximate entropy (ApEn); error; heart rate variability (HRV); recurrence plot; sampling frequency; Aged, 80 and over; Algorithms; Arrhythmias, Cardiac; Child; Computer Simulation; Electrocardiography; Entropy; Female; Humans; Male; Middle Aged; Models, Cardiovascular; Young Adult;
  • fLanguage
    English
  • Journal_Title
    Biomedical Engineering, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9294
  • Type

    jour

  • DOI
    10.1109/TBME.2008.2005951
  • Filename
    4636706