Nonlinear dynamical and entropic complexity measures as indicators of nonstationarities in short-term ECG signals

被引:1
作者
Ladysz, Rafal [1 ]
机构
[1] George Mason Univ, Volgenau Sch Informat Technol & Engn, Fairfax, VA 22030 USA
来源
2009 IEEE INTERNATIONAL CONFERENCE ON BIOINFORMATICS AND BIOMEDICINE | 2009年
关键词
SERIES;
D O I
10.1109/BIBM.2009.49
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Heart Rate Variability (HRV) is among important characteristics of general cardiac health. While 24-hour Holter monitoring is well recognized as a comprehensive analytical technique, short-term (up to 30 min.) electrocardiogram (ECG), recorded in presence of controlled environmental stimuli, remains rather unexplored in diagnostic practice. The presented method of change point detection in such class of signals addresses urgent quest from cardiologists for a simple, real time analysis of short-term ECG. Based on the concepts of Sample Entropy and Lempel-Ziv compression, the methodology combines sensitivity to subtle dynamical changes of the heart rate with robustness to noise. It was evaluated on 20 ECG signals from two groups of subjects: healthy and with cardiac problems. The method helps improve accuracy in discerning between the two groups and the results support hypothesis that healthy individuals are more responsive to environmental stimuli.
引用
收藏
页码:269 / 278
页数:10
相关论文
共 54 条
  • [1] ALLIGOOD, CHAOS INTRO DYNAMICA
  • [2] IS THE NORMAL HEART A PERIODIC OSCILLATOR
    BABLOYANTZ, A
    DESTEXHE, A
    [J]. BIOLOGICAL CYBERNETICS, 1988, 58 (03) : 203 - 211
  • [3] Permutation entropy: A natural complexity measure for time series
    Bandt, C
    Pompe, B
    [J]. PHYSICAL REVIEW LETTERS, 2002, 88 (17) : 4
  • [4] Aging and nonlinear heart rate control in a healthy population
    Beckers, Frank
    Verheyden, Bart
    Aubert, Andre E.
    [J]. AMERICAN JOURNAL OF PHYSIOLOGY-HEART AND CIRCULATORY PHYSIOLOGY, 2006, 290 (06): : H2560 - H2570
  • [5] BENEDETTO, PHYS REV LETT, V88
  • [6] Zipping out relevant information
    Benedetto, D
    Caglioti, E
    Loreto, V
    [J]. COMPUTING IN SCIENCE & ENGINEERING, 2003, 5 (01) : 80 - 85
  • [7] Scale invariance in the nonstationarity of human heart rate -: art. no. 168105
    Bernaola-Galván, P
    Ivanov, PC
    Amaral, LAN
    Stanley, HE
    [J]. PHYSICAL REVIEW LETTERS, 2001, 87 (16) : 1 - 168105
  • [8] Evaluating age-related loss of nonlinearity degree in short-term heartbeat series by optimum modeling dimension
    Bian, CH
    Ning, XB
    [J]. PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2004, 337 (1-2) : 149 - 156
  • [9] BOLLT, PRL, V85
  • [10] BOLLT, PHYS REV LETT, V85