Intelligent arrhythmia detection and classification using ICA

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

Volumn , Issue , 2006, Pages 2163-2166

  Azemi, Asad ^a,b   Sabzevari, Vahid R ^c   Khademi, Morteza ^d   Gholizade, Hossein ^d   Kiani, Arman ^d   Dastgheib, Zeinab S ^d  

^a IEEE   (United States)

^b PENNSYLVANIA STATE UNIVERSITY   (United States)

^c ISLAMIC AZAD UNIVERSITY   (Iran)

^d FERDOWSI UNIVERSITY OF MASHHAD   (Iran)

Author keywords

[No Author keywords available]

Indexed keywords

CARDIAC ARRHYTHMIAS DETECTION; INTELLIGENT ARRHYTHMIA DETECTION; MIT-BIH DATABASES; OPTIMAL LEARNING SYSTEMS;

CLASSIFICATION (OF INFORMATION); COMPUTER SIMULATION; FEATURE EXTRACTION; INDEPENDENT COMPONENT ANALYSIS; LEARNING SYSTEMS; NEURAL NETWORKS; WAVELET TRANSFORMS;

CARDIOLOGY;

ALGORITHM; ARTICLE; ARTIFICIAL INTELLIGENCE; AUTOMATED PATTERN RECOGNITION; COMPUTER ASSISTED DIAGNOSIS; ELECTROCARDIOGRAPHY; EVALUATION STUDY; HEART ARRHYTHMIA; HEART RATE; HUMAN; METHODOLOGY; PATHOPHYSIOLOGY; PRINCIPAL COMPONENT ANALYSIS; REPRODUCIBILITY; SENSITIVITY AND SPECIFICITY;

ALGORITHMS; ARRHYTHMIAS, CARDIAC; ARTIFICIAL INTELLIGENCE; DIAGNOSIS, COMPUTER-ASSISTED; ELECTROCARDIOGRAPHY; HEART RATE; HUMANS; PATTERN RECOGNITION, AUTOMATED; PRINCIPAL COMPONENT ANALYSIS; REPRODUCIBILITY OF RESULTS; SENSITIVITY AND SPECIFICITY;

EID: 34047144505     PISSN: 05891019     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IEMBS.2006.259292     Document Type: Conference Paper

References (15)

1. "MIT-BIH arrhythmia database directory", [Online]. Available: http://physionet.fri.uni-lj.si/physiobank/database/mitdb/.
2. S.C. Lee, "Using A Translation-Invariant Neural Network to Diagnose Heart Arrhythmia," Proc. of Annual International Conference of the IEEE Eng. of Med. & Biology Society, 12, pp.2025, 1990.
3. Z. Chi, and M. A. Jaberi, "Identification of Supraventricular and Ventricular Arrhythmias Using a Combination of 3NNs," Dept. of Electrical Eng. Univ. of Sydney, 1992.
4. Bekir Karlik, and Yuksel Ozbey, "A New Approach for Arrhythmia Classification", Proc. of Annual International Conference of the IEEE Eng. of Med. & Biology Society, 1996.
5. Yu Hen Hu, "Customization of ECG Beat Classifiers Developed Using SOM&LVQ," Proc. of IEEE, 1997.
6. H. Gholam Hosseinie, K.J. Rainolds, and D. Powers, "A Multi-Stage NN. Classifiers for ECG Events," Proc. of Annual International Conference of the IEEE Eng. of Med. & Biology Society, 2001.
7. Ming-Yao Yang, Wei-Chih Hu and Liang-Yu Shyu, "ECG Events Detection and Classification Using Wavelet and Neural Networks," Proceedings of 19th International Conference IEEE/EMBS, Oct. 30-Nov. 2, 1997, Chicago, IL. USA.
8. Z. Dokur, T. Olmez and E. Yazgan, "Comparison of discrete wavelet and Fourier transforms for ECG beat classification," IEEE Electronic Letters, September 1999, vol. 35, no. 18.
9. nd Annual EMBS International Conference, July 23-28, 2000, Chicago, IL. USA.
10. Zumray Dokur, and Tamer Olmez, "ECG beat classification by a novel hybrid neural network," ELSEVIER, Computer Methods and Programs in Biomedicine 66, pp. 167-181, 2001.
11. Aapo Hyvarinen, Juha Karhunen, and Erikki Oja, "Independent Component Analysis," Wiley-Interscience, 2001.
12. J. Hurri, J. Gavert, J. Sarela and A. Hyvarinen. The Fastica Package for Matlab, (2005). [Online]. http://www.cis.hut.fi/projects/ica/fastica
13. José Joaquín Rieta, Francisco Castells, César Sánchez, Vicente Zarzoso and José MilletAtrial, "Activity Extraction for Atrial Fibrillation Analysis Using Blind Source Separation," IEEE Transactions on Biomedical Engineering, vol. 51, no. 7, July 2004.
14. F. Castells, J. J. Rieta, J. Millet and V. Zarzoso "Spatiotemporal Blind Source Separation Approach to Atrial Activity Estimation in Atrial Tachyarrhythmias," IEEE Trans. on Biomedical Engineering, vol. 52, no. 2, February 2005.
15. Liang-Yu Shyu, Ying-Hsuan Wu, and Weichih Hu, "Using Wavelet Transform and Fuzzy Neural Network for VPC Detection From the Holter ECG," IEEE Transactions on Biomedical Engineering, vol. 51, no. 7, July 2004.