Morphological heart arrhythmia detection using hermitian basis functions and kNN classifier

Annual International Conference of the IEEE Engineering in Medicine and Biology - Proceedings

Volumn , Issue , 2006, Pages 1367-1370

  Karimifard, S ^b   Ahmadian, A ^a,b   Khoshnevisan, M ^c   Nambakhsh, M S ^b  

^a IEEE   (Iran)

^b TEHRAN UNIVERSITY OF MEDICAL SCIENCES   (Iran)

^c GRIFFITH UNIVERSITY   (Australia)

Author keywords

ECG beat; Hermitian basis function; kNN classifier; Morphological arrhythmia

Indexed keywords

ECG BEATS; HERMITIAN BASIS FUNCTION; K-NEAREST NEIGHBOR (KNN) CLASSIFIER; MORPHOLOGICAL ARRHYTHMIA;

BIOMEDICAL ENGINEERING; DATABASE SYSTEMS; ERROR ANALYSIS; FUNCTIONS; MATHEMATICAL MODELS; OPTIMIZATION; PARAMETER ESTIMATION;

ELECTROCARDIOGRAPHY;

ALGORITHM; ARTICLE; ARTIFICIAL NEURAL NETWORK; AUTOMATED PATTERN RECOGNITION; COMPUTER ASSISTED DIAGNOSIS; ELECTROCARDIOGRAPHY; HEART ARRHYTHMIA; HUMAN; METHODOLOGY; REPRODUCIBILITY; SENSITIVITY AND SPECIFICITY;

ALGORITHMS; ARRHYTHMIAS, CARDIAC; DIAGNOSIS, COMPUTER-ASSISTED; ELECTROCARDIOGRAPHY; HUMANS; NEURAL NETWORKS (COMPUTER); PATTERN RECOGNITION, AUTOMATED; REPRODUCIBILITY OF RESULTS; SENSITIVITY AND SPECIFICITY;

EID: 34047172637     PISSN: 05891019     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IEMBS.2006.260182     Document Type: Conference Paper

References (11)

1. Afonoso, Tompkins, "Detecting ventricular fibrillation: Selecting the appropriate time-frequency analysis tool for the application", IEEE Trans. Bioraed. Eng., No. 14, pp. 879-882, 1995.
2. K. Minami, H. Nakajima, T. Yoyoshima, "Real time discrimination of the ventricular tachyarrhythmia with Fourier transform neural network", IEEE Trans. Biomed. Eng., vol. 46, pp. 179-185, 1999.
3. M. Lagerholm, C. Peterson, G. Braccini, L. Edhenbrandt, L. Sornmo, "Clustering ECG Complexes Using Hermite Functions and Self-Organizing Maps", IEEE Trans. Biomed. Eng., vol. 47, No. 7, pp. 838-848, July 2000.
4. S. Z. Mahmoodabadi, A. Ahmadian, M. D. Abolhasani, M. Eslam, J. H. Bidgoli, "ECG Feature Extraction Based on Multiresolution Wavelet Transform", Preceding of the 2005 IEEE, Engineering in Medicine and Biology.
5. S. Osowski, T. H. Linh, "ECG Beat Recognition Using Fuzzy Hybrid Neural Network", IEEE Trans. Biomed. Eng., vol. 48, No. 11, pp. 1265-1271, Nov. 2001.
6. S. Osowski, T. H. Linh, T. Markiewicz, "Support Vector Machine based expert system for reliable heart beat recognition", IEEE Trans. Biomed. Eng., 2003.
7. D. Ge, N. Srinivasan, S. M Krishnan, "Cardiac arrhythmia classification using autoregressive modeling", Biomedical Engineering Online, 2002. http://www.biomedical-engineering-online.com/content/1/1/5.
8. http://www.physionet.org/
9. http://www.mathworks.com/
10. Kaare Brandt Petersen, Michael Syskind Pedersen, "The Matrix CookBook", pp. 17-18, Feb. 2006.
11. nd edition, 2003.