A robust method for diagnosis of morphological arrhythmias based on Hermitian model of higher-order statistics

BioMedical Engineering Online

Volumn 10, Issue , 2011, Pages

  Karimifard, Saeed ^a,b   Ahmadian, Alireza ^a,b  

^a TEHRAN UNIVERSITY OF MEDICAL SCIENCES   (Iran)

^b TEHRAN UNIVERSITY OF MEDICAL SCIENCES   (Iran)

Author keywords

[No Author keywords available]

Indexed keywords

ARRHYTHMIA DETECTION; BASIS FUNCTIONS; CLASSIFICATION APPROACH; CUMULANTS; FEATURE VECTORS; FINAL DECISION; GAUSSIAN NOISE; HEART ARRHYTHMIAS; HEART DISEASE; HERMITE; HERMITIANS; HIGHER ORDER STATISTICS; LINEAR COMBINATIONS; MEDICAL PRACTITIONER; MORPHOLOGICAL VARIATION; NEAREST NEIGHBORHOOD; NON-INVASIVE; ROBUST METHODS; TIME CONSUMPTION; TIME SHIFTS;

CARDIOLOGY; DECISION MAKING; ELECTROCHROMIC DEVICES; GAUSSIAN DISTRIBUTION; GAUSSIAN NOISE (ELECTRONIC); HEART;

ELECTROCARDIOGRAPHY;

ALGORITHM; ARTICLE; ELECTROCARDIOGRAPHY; HEART ARRHYTHMIA; HEART BUNDLE BRANCH BLOCK; HEART VENTRICLE EXTRASYSTOLE; HUMAN; METHODOLOGY; SENSITIVITY AND SPECIFICITY; STATISTICAL MODEL;

ALGORITHMS; ARRHYTHMIAS, CARDIAC; BUNDLE-BRANCH BLOCK; ELECTROCARDIOGRAPHY; HUMANS; MODELS, STATISTICAL; SENSITIVITY AND SPECIFICITY; VENTRICULAR PREMATURE COMPLEXES;

EID: 79953084705     PISSN: 1475925X     EISSN: 1475925X     Source Type: Journal    
DOI: 10.1186/1475-925X-10-22     Document Type: Article

References (20)

1. Coast DA, Cano GG. An Approach to Cardiac Arrhythmia Analysis Using Hidden Markov Models. IEEE Trans on Biomed Eng 1990, 37(9):826-836.
2. Lagerholm M, Peterson C, Braccini G, Edenbrandt L, Sornmo L. Clustering ECG Complexes Using Hermite Functions and Self-Organizing Maps. IEEE Trans on Biomed Eng 2000, 47(7):838-848.
3. Linh T, Osowski S, Stodolski M. On-line Heart Beat Recognition Using Hermite Polynomials and Neuro-Fuzzy Network. Instrumentation and Measurement Technology Conference. IMTC/2002, Proceedings of the 19th IEEE 2002, 1:165-170.
4. Osowski S, Linh TH, Markiewicz T. Support Vector Machine based expert system for reliable heart beat recognition. IEEE Trans on Biomed Eng 2003, 51(4):582-589.
5. Sörnmo L, Börjesson PO, Nygards ME, Pahlm O. A method for evaluation of QRS shape features using a mathematical model for the ECG. IEEE Trans on Biomed Eng 1981, 28(19):713-717.
6. Ge D, Srinivasan N, Krishnan SM. Cardiac arrhythmia classification using autoregressive modeling. Biomedical Engineering Online 2002, 149374, 12473180., http://www.biomedical-engineering-online.com/content/1/1/5
7. McSharry PE, Clifford GD, Tarassenko L, Smith LA. A Dynamical Model for Generating Synthetic Electrocardiogram Signals. IEEE Trans on Biomed Eng 2003, 50(3):289-294.
8. Osowski S, Linh TH. ECG Beat Recognition Using Fuzzy Hybrid Neural Network. IEEE Trans Biomed Eng 2001, 48(11):1265-1271. 10.1109/10.959322, 11686625.
9. Karimifard S, Ahmadian A. Morphological Heart Arrhythmia Classification Using Hermitian Model of Higher-Order Statistics. 29th IEEE EMBS Annual International Conference 2007,
10. Karimifard S, Ahmadian A, Khoshnevisan M. Morphological Heart Arrhythmia Detection Using Hermitian Basis Functions and kNN Classifier. 28th IEEE EMBS Annual International Conference 2006,
11. Physiological signal archives for biomedical research. 2006, http://www.physionet.org/physiobank/database/mitdb/
12. Nikias CL, Petropulu AP. HigherOrder Spectra Analysis: A Nonlinear Signal Processing Framework. Prentice Hall, Englewood Cliffs, NJ 1993,
13. Nikias CL, Mendel JM. Signal Processing with Higher-Order Spectra. IEEE Signal Processing Magazine 1993, 10(3):10-37.
14. Kreyszig E. Advanced Engineering Mathematics. 2001, John Wiley & Sons Pte Ltd., Singapore, 8.
15. Prasad GK, Sahambi JS. Classification of ECG arrhythmias using multiresolution analysis and Neural Networks. Conference on Convergent Technologies, India 2003,
16. De Chazal P, Reilly RB. A patient-adapting heartbeat classifier using ECG morphology and heartbeat interval features. IEEE Trans Biomed Eng 2006, 53(1):2535-2543. No. 12, 10.1109/TBME.2006.883802, 17153211.
17. Engine M. ECG beat classification using neuro-fuzzy network. Elsevier Science Inc Pattern Recognition Letters 2004, 25(15):1715-1722.
18. Theodoridis S, Koutroumbas K. Pattern Recognition. 2003, Academic Press, Boston, 2.
19. Haupt RL, Haupt SE. Practical Genetic Algorithm. 1998, John Wiley & Sons, New York.
20. Nimunkar AJ, Tompkins WJ. R-peak Detection and Signal Averaging for Simulated Stress ECG using EMD. Engineering in Medicine and Biology Society, 2007, EMBS 2007. 29th Annual International Conference of the IEEE, 22-26 2007, 1261-1264.