The Classification of Electrocardiograph Arrhythmia Patterns using Fuzzy Support Vector Machines |
Lee, Soo-Yong
(Dept. of General Education and Teacher Training, College of Humanities & Arts, Yonsei Univ.)
Ahn, Deok-Yong (Dept. of Computer Science, Graduate School of Engineering, Yonsei University) Song, Mi-Hae (Dept. of Biomedical Engineering, College of Health Sciences, Yonsei University) Lee, Kyoung-Joung (Dept. of Biomedical Engineering, College of Health Sciences, Yonsei University) |
1 | M.H. Song, J. Lee, S.P. Cho, K.J. Lee, and S.K. Yoo, "Support Vector Machine Based Arrhythmia Classification Using Reduced Features," International Journal of Control, Automation, and Systems, vol. 3, no, 4, pp. 571-579, 2005. |
2 | M.H. Song, J. Lee, S.P. Cho, and K.J. Lee, "SVM Classifier for the Detection of Ventricular Fibrillation," Journal of The Institute of Electronics Engineers of Korea - SC, vol. 42, no. 5, 2005. 과학기술학회마을 |
3 | E. Spyrou, and others, Fuzzy support vector machines for image classification fusing MPEG-7 visual descriptors, 2nd European Workshop, Integration of Knowledge, Semantics and Digital Media Technology, 2005-Dec, pp.23-30, 2005. |
4 | T. Sugiura, H. Hirata, Y. Harada and T. Kazui, "Automatic Discrimination of Arrhythmia waveforms using Fuzzy Logic," in Proc. Of IEEE Conf. on Engineering in Medicine and Biology Society, vol. 20, no.1, pp. 108-111, Hong Kong, China, October-November, 1998. |
5 | Y. Wang, S. Wang, and K.K. La, "A New Fuzzy Support Vector Machine to Evaluate Credit Risk," IEEE Transactions on Fuzzy Systems, vol. 13, no, 6, pp. 820-831, 2005. DOI ScienceOn |
6 | S.Y. Lee, "Fuzzy Support Vector Machine for Pattern Classification of Time Series Data of KOSPI200 Index," Journal of Fuzzy Logic and Intelligent Systems, vol. 14, no. 1, pp. 52-56, 2004. DOI ScienceOn |
7 | S.Y. Lee, "On the Fuzzy Membership Function of fuzzy Support Vector Machines for Pattern Classification of Time Series Data," Journal of Fuzzy Logic and Intelligent Systems, vol. 17, no. 6, pp. 799-803, 2007. DOI ScienceOn |
8 | Y. Mao, "Multiclass Cancer Classification by Using Fuzzy Support Vector Machines and Binary Decision Tree with Gene Selection," J. of Biomedicine and Biotechnology, vol. 2, no. 2, pp. 160-171, 2005. |
9 | J. Mill , A. Inoue, "An application of fuzzy support vectors, Fuzzy Information Processing Society," NAFIPS. 22nd International Conference of the North American, Chicargo, IL, pp.302-306, 2003. |
10 | K.I. Minami, H.Nakajima, "Real-Time Discrimination of Ventricular Tachyarrhythmia with Fourier-Transform Neural Network," IEEE Trans. Biomedical Engineering, vol. 46, no. 2, pp. 179-185, 1999. DOI ScienceOn |
11 | L.Y. Shyu, Y.H. Wu, and W. Hu, "Using wavelet transform and fuzzy neural network for VPC detection from the Holter ECG," IEEE Transactions on Biomedicine and Engineering, vol. 51, no. 7, pp.1269-1273, 2004. DOI ScienceOn |
12 | M.I. Oiws, A.H. Abou-Zied and A.M. Youssef, "Study of features based on Nonlinear Dynamical Modeling in ECG Arrhythmia Detection and Classification," IEEE Transaction Biomedical Engineering, vol. 49, no.7, pp.733-736, July, 2002. DOI ScienceOn |
13 | R. Schalkoff, Pattern Recognition: Statistical, Structural and Neural Approaches, Wiley, New York, 1992. |
14 | X. Shi, H.D. Cheng, and L. Hu, "Mass Detection and Classification in Breast Ultrasound Images Using Fuzzy SVM," PROCEEDING of the JCIS, 2006-October, 2006. |
15 | V.X. Afonso and W. J Tompkins, "Detection Ventricular Fibrillation," IEEE Engineering in Medicine and Biology Magazine, vol. 14, no. 2, pp.152-159, 1995. DOI ScienceOn |
16 | H. Bae, S. Kim, H Kim, and B.W. Kwang, "A Comparative Study on the Prediction of KOSPI 200 Using Intelligent Approaches," International Journal of Fuzzy Logic and Intelligent Systems, vol. 3, no. 1, pp.7-12, June, 2003. DOI ScienceOn |
17 | E.J.F. Carlisle, J.D. Allen, A. Bailey, W.G. Kernohan, J. Anderson, and A.A.J. Adgey, "Fourier analysis of ventricular fibrillation and synchronization of DC countershocks in defibrillation," Journal of Electrocardiol., vol. 21, no.4 , pp. 337-343, 1988. DOI ScienceOn |
18 | R.H. Clayton, A. Murray, R and W.F. Cambell, "Comparison of four techniques for recognition of ventricular fibrillation from the surface ECG," Medical & Biological Engineering & Computing, vol. 31, no. 2, pp.111-117, 1993. DOI |
19 | C.W. Hsu and C.J. Lin, "A Comparison of Methods for Multiclass support vector machines," IEEE Transactions on Neural Networks, vol. 13, no. 2, march, 2002. DOI ScienceOn |
20 | Y.G. Jang, S.J. Jang, S.O. Hwang, and Y.R. Yoon, "Prediction of the Successful Defibrillation using Hilbert-Huang Transform," Journal of The Institute of Electronics Engineers of Korea - SC, vol. 44, no. 5, pp. 45-54, 2007. 과학기술학회마을 |
21 | D.S. Kim, "Stock and News Application of Intelligent Agent System," International Journal of Fuzzy Logic and Intelligent Systems, vol. 3, no. 2, pp. 239-243, December, 2003. DOI ScienceOn |
22 | M.S. Kim and S.Y. Lee, "Pattern Classification for Biomedical Signal using BP Algorithm and SVM," Journal of Fuzzy Logic and Intelligent Systems, vol. 14, no.1, pp. 82-87, 2004. DOI ScienceOn |
23 | C.F. Lin, "Fuzzy Support Vector Machine," IEEE Transactions on Neural Networks, vol. 13, no, 2, March, 2002. DOI ScienceOn |