Characterizing nonlinear heartbeat dynamics within a point process framework

Proceedings of the 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS'08 - "Personalized Healthcare through Technology"

Volumn , Issue , 2008, Pages 2781-2784

  Chen, Zhe ^a   Brown, Emery N ^a,b   Barbieri, Riccardo ^a  

^a HARVARD MEDICAL SCHOOL   (United States)

^b MASSACHUSETTS INSTITUTE OF TECHNOLOGY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ENGINEERING; INDUSTRIAL ENGINEERING;

ESTIMATE DYNAMICS; HEARTBEAT DYNAMICS; HEARTBEAT INTERVALS; HUMAN HEARTBEAT; NON-STATIONARY DYNAMICS; POINT PROCESS; PROBABILISTIC MODELING; SECOND-ORDER NONLINEARITY;

DYNAMICS;

ALGORITHM; ARTICLE; BIOLOGICAL MODEL; CASE CONTROL STUDY; COMPUTER ASSISTED DIAGNOSIS; COMPUTER SIMULATION; ELECTROCARDIOGRAPHY; HEART FAILURE; HEART RATE; HUMAN; METHODOLOGY; PATHOPHYSIOLOGY; REPRODUCIBILITY; SENSITIVITY AND SPECIFICITY; SIGNAL PROCESSING; STATISTICAL ANALYSIS; STATISTICAL MODEL;

ALGORITHMS; CASE-CONTROL STUDIES; COMPUTER SIMULATION; DATA INTERPRETATION, STATISTICAL; DIAGNOSIS, COMPUTER-ASSISTED; ELECTROCARDIOGRAPHY; HEART FAILURE; HEART RATE; HUMANS; MODELS, CARDIOVASCULAR; MODELS, STATISTICAL; REPRODUCIBILITY OF RESULTS; SENSITIVITY AND SPECIFICITY; SIGNAL PROCESSING, COMPUTER-ASSISTED;

EID: 61849110454     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/iembs.2008.4649779     Document Type: Conference Paper

References (16)

1. Task Force of the European Society of Cardiology and the North American Society of Pacing and Electrophysiology, "Heart rate variability," Circulation, vol. 93, no. 5, pp. 1043-1065, 1996.
2. M. Barahona and C-S. Poon, "Detection of nonlinear dynamics in short, noisy time series," Nature, vol. 381, pp. 215-217, 1996.
3. R. Barbieri and E. N. Brown, "Analysis of heart beat dynamics by point process adaptive filtering," IEEE Trans. Biomed. Engin., vol. 53, no. 1, pp. 4-12, 2006.
4. R. Barbieri, E. C. Matten, A. A. Alabi, and E. N. Brown, "A pointprocess model of human heartbeat intervals: new definitions of heart rate and heart rate variability," Am J. Physiol. Heart Cicr. Physiol., vol. 288, pp. 424-435, 2005.
5. A. G. Barnett and R. C. Wolff, "A time-domain test for some types of nonlinearity," IEEE Trans. Signal Processing, vol. 53, no. 1, pp. 26-33, 2005.
6. Z. Chen, E. N. Brown, and R. Barbieri, "A study of probabilistic models for characterizing human heart beat dynamics in autonomic blockade control," Proc. ICASSP'08, pp. 481-484, Las Vegas, USA.
7. Z. Chen, E. N. Brown, and R. Barbieri, "Assessment of autonomic control and respiratory sinus arrhythmia using point process models of human heart beat dynamics," submitted.
8. K. H. Chon, T. J. Mullen, and R. J. Cohen, "A dual-input nonlinear system analysis of autonomic modulation of heart rate," IEEE Trans. Biomed. Engr., vol. 43, pp. 530-544, 1996.
9. D. J. Christini, F. M. Bennett, K. R. Lutchen, et al., "Application of linear and nonlinear time series modeling to heart rate dynamics analysis," IEEE Trans. Biomed. Engr., vol. 42, pp. 411-415, 1995.
10. A. L. Goldberger, L. A. N. Amaral, et al. "PhysioBank, PhysioToolkit, and PhysioNet: Components of a new research resource for complex physiologic signals," Circulation, vol. 101, no. 23, pp. 215-220, 2000.
11. P. C. Ivanov, L. A. Amaral, A. L. Goldberger et al., " Multifractality in human heartbeat dynamics," Nature, vol. 399, pp. 461-465, 1999.
12. P. Z. Marmarelis, "Identification of nonlinear biological systems using Laguerre expansions of kernels," Annals of Biomed. Engr., vol. 21, pp. 573-589, 1993.
13. C. L. Nikias and J. M. Mendel, "Signal processing with higher-order spectra," IEEE Signal Proc. Mag., vol. 10, no. 3, pp. 10-35, 1993.
14. C-K. Peng, S. Havlin, H. E. Stanley, and A. L., Goldberger, "Quantification of scaling exponents and crossover phenomena in nonstationary heartbeat time series," Chaos, vol. 5, pp. 82-87, 1995.
15. C-S. Poon and C. K. Merrill, "Decrease of cardiac chaos in congestive heart failure," Nature, vol. 389, pp. 492-495, 1997.
16. G. B. Stanley, D. Verotta, N. Craft, R. A. Siegel and J. B. Schwartz, "Age and autonomic effects on interrelationships between lung volume and heart rate," Am J. Physiol. Heart Cicr. Physiol., vol. 270, no. 5, pp. 1833-1840, 1996.