Atrial activity extraction from atrial fibrillation episodes based on maximum likelihood source separation

Signal Processing

Volumn 85, Issue 3, 2005, Pages 523-535

  Castells, F ^a   Igual, J ^a   Millet, J ^a   Rieta, J J ^a  

^a UNIVERSITAT POLITÈCNICA DE VALÈNCIA   (Spain)

Author keywords

Atrial fibrillation; Blind source separation; Independent component analysis; Maximum likelihood; QRST cancellation

Indexed keywords

ALGORITHMS; BIOELECTRIC PHENOMENA; CELLS; COMPUTER SIMULATION; DATABASE SYSTEMS; DIAGNOSIS; ELECTROCARDIOGRAPHY; OPTIMIZATION; PROBABILITY DENSITY FUNCTION; PROBLEM SOLVING; ROBUSTNESS (CONTROL SYSTEMS); SPURIOUS SIGNAL NOISE;

ATRIAL FIBRILLATION; INDEPENDENT COMPONENT ANALYSIS (ICA); MAXIMUM LIKELIHOOD; QRST CANCELLATION;

SIGNAL PROCESSING;

EID: 13444254229     PISSN: 01651684     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.sigpro.2004.10.017     Document Type: Article

References (35)

1. M. Allessie, K. Konings, and M. Wijffels J.P. DiMarco E.N. Prystowsky Atrial Arrhythmias - State of the Art Electrophysiological Mechanism of Atrial Fibrillation 1995 Futura Arrnonk, NY
2. A.J. Bell, T.J. Sejnowsky, An information maximization approach to blind separation and blind deconvolution, Neural Computation 7 (6) (November 1995) 1129-1159.
3. A. Bollmann, N.K. Kanuru, K.K. McTeague, P.F. Walter, D.B. DeLurgio, J.J. Langberg, Frequency analysis of human atrial fibrillation using the surface electrocardiogram and its response to ibutilide, Amer. J. Cardiol. 81 (12) (June 1998) 1439-1445.
4. A. Bollmann, K. Sonne, H.D. Esperer, I. Toepffer, J.J. Langberg, H.U. Klein, Non-invasive assessment of fibrillatory activity in patients with paroxysmal and persistent atrial fibrillation using the Holter ECG, Cardiovasc. Res. 44 (1) (October 1999) 60-66.
5. E. Braunwald, D.P. Zipes, and P. Libby Genesis of cardiac arrhythmias electrophysiological considerations, Heart Disease. A Textbook of Cardiovascular Medicine 2001 WB Saunders Co. Philadelphia pp. 659-699
6. J.F.Cardoso, A. Souloumiac, Blind beamforming for non Gaussian signals, IEE Proc.-F, 140 (6) (December 1993) 362-370.
7. F. Castells, J. Igual, J.J. Rieta, C. Sánchez, J. Millet, Atrial fibrillation analysis based on ICA including statistical and temporal source information
8. F. Castells, R. Ruiz, J.J. Rieta, J. Millet, An integral atrial wave identification based on spatiotemporal source separation: clinical validation, IEEE Computers in Cardiology, Thessaloniki, September 2003, pp. 717-720.
9. S.S. Chugh, J.L. Blackshear, W.K. Shen, S.C. Hammill, B.J. Gersh, Epidemiology and natural history of atrial fibrillation: clinical implications, J. Amer. College Cardiol. 37 (2) (February 2001) 371-378.
10. P. Comon, Independent component analysis - a new concept?, Signal Processing 36 (3) (April 1994) 287-314.
11. R.M. Everson, and S.J. Roberts Particle filters for non-stationary ICA M. Girolami Advances in Independent Components Analysis 2000 Springer Berlin 23 41
12. J. Friberg, P. Buch, H. Scharling, N. Gadsbphioll, G.B. Jensen, Rising rates of hospital admissions for atrial fibrillation, Epidemiology 14 (6) (November 2003) 666-672.
13. V. Fuster, L. Ryden, et al., ACC/AHA/ESC guidelines for the management of patients with atrial fibrillation, J. Amer. College Cardiol. 38 (4) (October 2001).
14. A. Hyvärinen, Fast and robust fixed-point algorithms for independent component analysis, IEEE Trans. Neural Networks 10 (3) (May 1999) 626-634.
15. A. Hyvärinen, J. Karhunen, and E. Oja Independent Component Analysis 2001 Wiley New York pp. 293-304 and 315-340
16. A. Hyvärinen, J. Karhunen, and E. Oja. Independent Component Analysis 2001 Wiley New York pp. 203-217
17. I.T. Jolliffe Principal Component Analysis 2002 Springer New York
18. C. Jutten, J. Hérault, Blind separation of sources, part I: an adaptive algorithm based on neuromimetic architecture, Signal Processing 24 (1) (July 1991) 1-10.
19. A.D. Krahn, J. Manfreda, R.B. Tate, F.A. Mathewson, T.E. Cuddy, The natural history of atrial fibrillation: incidence, risk factors, and prognosis in the Manitoba follow-up study, Amer. J. Med. 98 (5) (May 1995) 476-484.
20. T.W. Lee, M. Girolami, A.J. Bell, T.J. Sejnowski, A unifying information-theoretic framework for ICA, Comput. Math. Appl. 31 (11) (June 2000) 1-21.
21. S. Makeig, A.J. Bell, T.P. Jung, and T.J. Sejnowski Independent component analysis of electroencephalographic data Adv. Neural Information Processing Systems 8 1996 145 151
22. J. Malmivuo, and R. Plonsey Bioelectromagnetism 1995 Oxford University Press New York
23. M.J. McKeown, S. Makeig, G.G. Brown, T.P. Jung, S.S. Kindermann, and T.J. Sejnowski Analysis of fMRI data by blind separation into independent spatial components Human Brain Mapping 6 3 1998 160 188
24. D.T. Pham, P. Garat, and C. Jutten Separation of a mixture of independent sources through a maximum likelihood approach 1992 EUSIPCO Bruxells pp. 771-774
25. R. Plonsey Bioelectric Phenomena 1969 McGraw-Hill New York
26. J.J. Rieta, F. Castells, C. Sanchez, V. Zarzoso, J. Millet, Atrial activity extraction for atrial fibrillation analysis using blind source separation, IEEE Trans. Biomed. Eng. 51 (7) (July 2004) 1176-1186.
27. J.J. Rieta, F. Castells, C. Sánchez, D. Moratal-Pézez, J. Millet, A bioelectric model of atrial fibrillation: applicability of BSS techniques for atrial activity estimation in atrial fibrillation episodes, IEEE Computers in Cardiology, Thessaloniki, September 2003, pp. 525-528.
28. J.J. Rieta, C. Sánchez, J.M. Sanchis, F. Castells, J. Millet, Mixing matrix pseudostationarity and ECG preprocessing impact on ICA-based atrial fibrillation analysis, Lecture Notes in Computer Science 3195 (2004) 1079-1086.
29. S. Shkurovich, A.V. Sahakian, S. Swiryn, Detection of atrial activity from high voltage leads of implantable defibrillators using a cancellation technique, IEEE Trans. Biomed. Eng. 45 (2) (February 1998) 229-234.
30. M. Stridh, L. Sörnmo, Spatiotemporal QRST cancellation techniques for analysis of atrial fibrillation, IEEE Trans. Biomed. Eng. 48 (1) (January 2001) 105-111.
31. M. Stridh, L. Sörnmo, C. Meurling, B. Olsson, Characterization of atrial fibrillation using the surface ECG: spectral analysis and timedependent properties, IEEE Trans. Biomed. Eng. 48 (1) (January 2001) 19-27.
32. Stroke Prevention in Atrial Fibrillation Investigators, Stroke prevention in atrial fibrillation study: final results, Circulation 84 (2) (August 1991) 527-539.
33. A. Stuart, J.K. Ord, Kendall's Advanced Theory of Statistics, vol. 1, sixth ed., Edward Arnold, London, 1994.
34. A. Vasquez, A. Hernandez, F. Mora, G. Carrault, G. Passariello, Atrial activity enhancement by Wiener filtering using an artificial neural network, IEEE Trans. Biomed. Eng. 48 (8) (August 2001) 940-944.
35. V. Zarzoso, A.K. Nandi, Noninvasive fetal electrocardiogram extraction: blind separation versus adaptive noise cancellation, IEEE Trans. Biomed. Eng. 48 (1) (January 2001) 12-18.