Extraction of atrial activity from the ECG by spectrally constrained ICA based on kurtosis sign

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 4666 LNCS, Issue , 2007, Pages 641-648

  Phlypo, Ronald ^a,b   Zarzoso, Vicente ^a   Comon, Pierre ^a   D'Asseler, Yves ^b   Lemahieu, Ignace ^b  

^a UNIVERSITY OF NICE SOPHIA ANTIPOLIS   (France)

^b GHENT UNIVERSITY   (Belgium)

Author keywords

[No Author keywords available]

Indexed keywords

BLIND SOURCE SEPARATION; COMPUTATIONAL COMPLEXITY; ELECTROCARDIOGRAPHY; FREQUENCY BANDS; INDEPENDENT COMPONENT ANALYSIS;

ATRIAL ACTIVITY; KURTOSIS SIGN; SOURCE EXTRACTION;

FEATURE EXTRACTION;

EID: 38149066105     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-540-74494-8_80     Document Type: Conference Paper

References (13)

1. Castells, F., Igual, J., Millet, J., Rieta, J.: Atrial activity extraction from atrial fibrillation episodes based on maximum likelihood source separation. Signal Processing 85, 523-535 (2005)
2. Comon, P.: Analyse en composantes indépendantes et identification aveugle. Traitement du signal 7(3), 435-450 (1990) (Numero special non linéaire et non gaussien)
3. Comon, P.: Independent component analysis, a new concept? Signal Processing 36, 287-314 (1994)
4. Cardoso, J.F.: High-order contrasts for independent component analysis. Neural Computation 11, 157-192 (1999)
5. Lee, T.W., Girolami, M., Bell, A.J., Sejnowski, T.J.: A unifying informationtheoretic framework for independent component analysis. International Journal on Mathematical and Computer Modeling (1998)
6. Delfosse, N., Loubaton, P.: Adaptive separation of independent sources: a deflation approach. In: IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP'94), Adelaide, Australia, 19-22 April 1994, vol. 4, pp. 41-44. IEEE Computer Society Press, Los Alamitos (1994)
7. Zarzoso, V., Comon, P.: How fast is FastICA? In: Proceedings of the 14th European Signal Processing Conference (EUSIPCO), Firenze, Italy (September 2006)
8. Hyvärinen, A., Oja, E.: A fast fixed-point algorithm for independent component analysis. Neur. Comp. 9, 1483-1492 (1997)
9. Belouchrani, A., Abed-meraim, K., Cardoso, J., Moulines, E.: A blind source separation technique using second order statistics. IEEE Trans on Sign. Proc. 45(2), 434-444 (1997)
10. Phlypo, R., Zarzoso, V., Comon, P., D'Asseler, Y., Lemahieu, I.: ISRN I3S/RR-2007-13-FR: A contrast for ICA based on the knowledge of source kurtosis signs. Technical report, I3S, Sophia Antipolis, France (2007), http://www.i3s.unice.fr/~mh/RR/2007/liste-2007.html
11. Zarzoso, V., Nandi, A.K., Hermann, F., Millet-Roig, J.: Combined estimation scheme for blind source separation with arbitrary source PDFs. IEE Electronics Letters 37(2), 132-133 (2001)
12. Stridh, M., Sörnmo, L.: Spatiotemporal qrst cancellation techniques for analysis of atrial fibrillation. IEEE Trans. Biomed. Eng. 48(1), 105-111 (2001)
13. Castells, F., Rieta, J., Millet, J., Zarzoso, V.: Spatiotemporal blind source separation approach to atrial activity estimation in atrial tachyarrhythmias. Biomedical Engineering, IEEE Transactions on 52(2), 258-267 (2005)