Heart disease classification through HRV analysis using parallel cascade identification and fast orthogonal search

2010 IEEE International Workshop on Medical Measurements and Applications, MeMeA 2010 - Proceedings

Volumn , Issue , 2010, Pages 134-139

  Nizami, Shermeen ^a   Green, James R ^a   Eklund, J Mikael ^b   McGregor, Carolyn ^b,c  

^a CARLETON UNIVERSITY   (Canada)

^b UNIVERSITY OF ONTARIO INSTITUTE OF TECHNOLOGY   (Canada)

^c UNIVERSITY OF ONTARIO INSTITUTE OF TECHNOLOGY   (Canada)

Author keywords

Biomedical signal analysis; Fast orthogonal search; Heart rate variability; Nonlinear classifier; Nonlinear complexity; Parallel cascade identification; Pattern classification

Indexed keywords

BIOMEDICAL SIGNAL ANALYSIS; FAST ORTHOGONAL SEARCHES; HEART RATE VARIABILITY; NONLINEAR CLASSIFIERS; NONLINEAR COMPLEXITY; PATTERN CLASSIFICATION;

CLASSIFIERS; FEATURE EXTRACTION; FOOD ADDITIVES; NONLINEAR ANALYSIS; PATIENT MONITORING; SIGNAL ANALYSIS; TELEMEDICINE;

HEART;

EID: 77954392615     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/MEMEA.2010.5480217     Document Type: Conference Paper

References (25)

1. A. J. E. Seely and P. Macklem, "Complex systems and the technology of variability analysis," Critical Care, vol. 8, pp. R367-R384, 2004.
2. U. Acharya, J. Suri, J. Spaan and S. Krishnan, Advances in Cardiac Signal Processing. Springer Berlin Heidelberg, 2007.
3. J. R. Moorman, D. E. Lake and M. P. Griffin, "Heart rate characteristics monitoring for neonatal sepsis," Biomedical Engineering, IEEE Transactions on, vol. 53, pp. 126-132, 2006.
4. P. K. Stein, P. P. Domitrovich, N. Hui, P. Rautaharju and J. Gottdiener, "Sometimes higher heart rate variability is not better heart rate variability: results of graphical and nonlinear analyses," Journal of Cardiovascular Electrophysiology, vol. 16, pp. 954-959, Sep. 2005.
5. M. Kobayashi and T. Musha, "1/f Fluctuation of Heartbeat Period," Biomedical Engineering, IEEE Transactions on, vol. BME-29, pp. 456-457, 1982.
6. C. Braun, P. Kowallik, A. Freking, D. Hadeler, K. Kniffki and M. Meesmann, "Demonstration of nonlinear components in heart rate variability of healthy persons," Am. J. Physiol. Heart Circ. Physiol., vol. 275, pp. H1577-H1584, 1998.
7. D. Cysarz, H. Bettermann and P. van Leeuwen, "Entropies of short binary sequences in heart period dynamics," Am. J. Physiol. Heart Circ. Physiol., vol. 278, pp. H2163-2172, /6/1. 2000.
8. D. L. Toweill, W. D. Kovarik, R. Carr, D. Kaplan, S. Lai, S. Bratton and B. Goldstein, "Linear and nonlinear analysis of heart rate variability during propofol anesthesia for short-duration procedures in children." Pediatr Crit Care Med, vol. 4, pp. 308-314, 2003.
9. J. E. Skinner, M. Meyer, B. A. Nester, U. Geary, P. Taggart, A. Mangione, G. Ramalanjaona, C. Terregino and W. Dalsey, "Comparison of linear-stochastic and nonlinear - deterministic algorithms in the analysis of 15-minute clinical ECGs to predict risk of arrhythmic death," Therapeutics and Clinical Risk Management, vol. 5, pp. 671-682, August 2009.
10. Y. Bai, K. L. Siu, S. Ashraf, L. Faes, G. Nollo and K. H. Chon, "Nonlinear coupling is absent in acute myocardial patients but not healthy subjects," Am. J. Physiol. Heart Circ. Physiol., vol. 295, pp. H578-586, /8/1. 2008.
11. U. R. Acharya, K. P. Joseph, N. Kannathal, C. M. Lim and J. S. Suri, "Heart rate variability: a review," Medical and Biological Engineering and Computing, vol. 44, pp. 1031-1051, December 2006.
12. A. Jovic and N. Bogunovic, "Feature set extension for heart rate variability analysis by using non-linear, statistical and geometric measures," Information Technology Interfaces, 2009. ITI '09. Proceedings of the ITI 2009 IEEE 31st International Conference on, pp. 35-40, 2009.
13. A. Jovic and N. Bogunovic, "Analysis of ECG records using ECG Chaos Extractor platform and Weka system," Information Technology Interfaces, 2008. ITI 2008. IEEE 30th International Conference on, pp. 347-352, 2008.
14. A. L. Goldberger, L. A. N. Amaral, L. Glass, J. M. Hausdorff, P. C. Ivanov, R. G. Mark, J. E. Mietus, G. B. Moody, C. Peng and H. E. Stanley, "PhysioBank, PhysioToolkit, and PhysioNet : Components of a New Research Resource for Complex Physiologic Signals," Circulation, vol. 101, pp. e215-220, /6/13. 2000.
15. M. Korenberg, "Parallel cascade identification and kernel estimation for nonlinear systems," Ann. Biomed. Eng., vol. 19, pp. 429-455, 07/01. 1991.
16. M. J. Korenberg, "Fast orthogonal identification of nonlinear difference equation and functional expansion models." in Proc. Midwest Symp Circuit Sys. 1987, pp. 270-276.
17. J. Forrester, "MIT System Dynamics in Education Project," 1990.
18. A. J. E. Seely and N. V. Christou, "Multiple organ dysfunction syndrome: Exploring the paradigm of complex nonlinear systems," Crit. Care Med., vol. 28, pp. 2193-2200, 2000.
19. H. B. Schmidt, K. Werdan and U. Müller-Werdan, "Autonomic dysfunction in the ICU patient," Curr. Opin. Crit. Care, vol. 7, pp. 314-322, 2001.
20. Y. Wu, "Recognition of severe congestive heart failure using parallel cascade identification," 2007.
21. J. Green and M. Korenberg, "On the Advantages of Multi-Input Single-Output Parallel Cascade Classifiers," Ann. Biomed. Eng., vol. 34, pp. 709-716, 04/01. 2006.
22. M. J. Korenberg, "A robust orthogonal algorithm for system identification and time-series analysis," Biol. Cybern., vol. 60, pp. 267-276, 1989.
23. F. Mobasser, J. M. Eklund and K. Hashtrudi-Zaad, "Estimation of elbow-induced wrist force with EMG signals using fast orthogonal search," IEEE Transactions on Biomedical Engineering, vol. 54, pp. 683-693, 2007.
24. C. McGregor, D. Sow, A. James, M. Blount, M. Ebling, J. M. Eklund and K. Smith, "Collaborative research on an intensive care decision support system utilizing physiological data streams," in Symposium of the American Medical Informatics Association, AMIA, 2009, pp. 1124-1126.
25. M. Blount, M. Ebling, J. M. Eklund, A. G. James, C. McGregor, N. Percival, K. Smith and D. Sow, "A Framework for Analysis of Physiological Data Streams in Intensive Care Environments," IEEE Engineering in Medicine & Biology Magazine, March/April. 2010.