Fractal feature based ECG arrhythmia classification

IEEE Region 10 Annual International Conference, Proceedings/TENCON

Volumn , Issue , 2008, Pages

  Raghav, Shantanu ^a   Mishra, Amit K ^a  

^a INDIAN INSTITUTE OF TECHNOLOGY GUWAHATI   (India)

Author keywords

Beat classification; ECG arrhythmia; Fractal dimension

Indexed keywords

ARRHYTHMIA CLASSIFICATIONS; AUTOMATIC RECOGNITION; BEAT CLASSIFICATION; CLASSIFICATION ALGORITHMS; COMPUTATIONALLY EFFICIENT; CORRELATION COEFFICIENTS; ECG ARRHYTHMIA; ECG MONITORS; ECG SIGNALS; ECG WAVEFORMS; EUCLIDEAN DISTANCES; FRACTAL FEATURES; HEART BEATS; HOLTER ECG; LOCAL FRACTAL DIMENSIONS; POTENTIAL TECHNIQUES; SAMPLE POINTS; WAVE FORMS;

AUDIO SYSTEMS; ELECTROCARDIOGRAPHY; ELECTROCHROMIC DEVICES; INITIATORS (CHEMICAL); PARTIAL DISCHARGES;

FRACTAL DIMENSION;

EID: 63249103904     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/TENCON.2008.4766475     Document Type: Conference Paper

References (23)

1. A. R.U., K. N., and K. S.M., "Comprehensive analysis of cardiac health using heart rate signals," Phsiol.Meas., no. 25, pp. 1139-1151, 2004.
2. K. L., A.-F. A., and B. S., "A quantitative analysis apporoach for cardiac arrhythmia classifiaction using higher order spectral techniques," IEEE Transcations on Biomedical Engineering, no. 45, pp. 1878-1885, 2005.
3. A. P.S., W. J.N., C. G.R., H. M., S. F., and R. C.E., "Evaluationg arrhythmias in ecg signals using wavelet transforms," IEEE Engineering In medicine and Biology, pp. 104-109, 2000.
4. A. V. and T. W., "Detecting ventricular fibrillation," IEEE Engineering In medicine and Biology, no. 14, pp. 152-159, 1995.
5. P. R., R. F., and R. pella K, "Identification of ecg arrhythmias using phase space reconstruction," PKDD01,Freilburegm,Germany, pp. 411-423, 2001.
6. T. M., D. Fotiadis, and D.Sideris, "Arrhythmia classification using the r-r interval duration signal," Comput. Cardiol., no. 29, pp. 485-488, 2002.
7. de Chazal, P. O'Dwyer, and R.Rielly, "Automatic classification of heartbeats using ecg morphology and heartbeat interval features," IEEE Trans. Biodmed. Eng., no. 51, pp. 1196-1206, 2004.
8. V. Krasteva and I. Jekova, "Qrs template matching for recongnition of ventricular ectopic beats," Annals of Biomedical Engineering, vol. 35, no. 12, pp. 2065-2076, 2007.
9. B.B.Mandelbrot, The fractal geometry of nature. Freeman CA, 1983.
10. A.P.Pentland, "Fractal based description of natural scenes," IEEE trans. On pattern Analysis and Machine Intelligence, vol. PAMI-6, no. 6, 1984.
11. L.M.Kaplan, "Extended fractal analysis of texture classification and segmentation," IEEE Trans. On Image Processing, vol. 8, no. 11, 1999.
12. A. Mishra, Y. Han, and B. Mulgrew, "Fractal feature based sar atr," in IEEE Radar Conference, October 2007.
13. MIT-BIH Arrhythmia Database, http://www.physionet.ph.biu.ac.il/ physiobank/database/mitdb/.
14. J. Theiler, "Estimating fractal dimension," J.Opt.Soc.Am.A, vol. 7, no. 6, 1990.
15. S. Spasic, "Spectral and fractal analysis of biosignals and coloured noise," International Symposium on Intelligent systems and Informatics, 2007.
16. J. B.B. and G. M.Raymond, "Evaluating rescaled range analysis for time series," Annals of Biomedical Engineering, vol. 22, no. 4, pp. 432-444, 1994.
17. A.Block, W. Bloh, and H.J.schellnhuber, "Efficient box-counting determination of generalized fractal dimensions," 1990.
18. T.Higuchi, "Approach to an irrregular time series on the basis of the fractal theory," Physics D31, pp. 277-283, 1988.
19. Z. Wang, D. Guo, X. Li, and Y. Fei, "Estimating hurst exponent with wavelet packet."
20. Chunan-Chien, T.-H. Lin, and B. Y. Liau, "Using correlation coefficient in ecg waveform for arrhythmia detection," Biomed. Eng. Applica-tions,basis and communication, vol. 17, no. 3, 2005.
21. S.N.Yu and K.-T. Chou, "A switchable scheme for ecg beat classification based on independent component analysis," Expert Systems with Applications, Elsevier, vol. 33, pp. 824-829, 2007.
22. G.K.Prasad and J.S.Sahambi, "Classification of ecg arrythmias using multiresolution analysis and neural network," in IEEE Tencon 03, vol. 1, 2003, pp. 227-231.
23. K.Minami, H.Nakajima, and T.Toyoshima, "Real-time discrimination of ventricular tachyarrhythmia with fourier-transform neural netowrk," IEEE Tran. on Biomedical Engineering, vol. 46, no. 2, pp. 179-185, 1999.