Incremental learning of ensemble classifiers on ECG data

Proceedings - IEEE Symposium on Computer-Based Medical Systems

Volumn , Issue , 2005, Pages 315-320

  Macek, Jan ^a  

^a UNIVERSITY COLLEGE DUBLIN   (Ireland)

Author keywords

[No Author keywords available]

Indexed keywords

ALGORITHMS; CLASSIFICATION (OF INFORMATION); DATA REDUCTION; LEARNING SYSTEMS; TREES (MATHEMATICS);

DECISION TREES; ECG DATA; INCREMENTAL LEARNING;

ELECTROCARDIOGRAPHY;

EID: 27544468298     PISSN: 10637125     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (9)

1. K. Bennett and J. A. Blue. A support vector machine approach to decision trees. Technical Report 97-100, Department of Mathematical Sciences, Rensselaer Polytechnic Institute, Troy, New York, 1997.
2. L. Breiman. Bagging predictors. Machine Learning, 24(2): 123-140, 1996.
3. M. Fejtová, J. Macek, and L. Lhotská. ECG Events Detection and Classification Using Wavelet Transform and Decision Tress. In Final Programme & Proceedings EUNITE 2001. pages 99-101. Aachen: Verlag Mainz, 2001.
4. Y. Freund, Y. Mansour, and R. E. Schapire. Generalization bounds for averaged classifiers. Proceedings of the Eighth Int'l Workshop on Artificial Intelligence and Statistics. 2001.
5. Y. Freund and R. E. Schapire. A decision-theoretic generalization of on-line learning and an application to boosting. In European Conference on Computational Learning Theory, pages 23-37, 1995.
6. A. L. Goldberger, L. A. N. Amaral, L. Glass, J. M. Hausdorff, P. C. Ivanov, R. G. Mark, J. E. Mietus, G. B. Moody, C.-K. Peng, and H. E. Stanley. PhysioBank, PhysioToolkit, and PhysioNet: Components of a new research resource for complex physiologic signals. Circulation, 101(23):e215-e220, 2000 (June 13).
7. N. Oza and S. Russell. Experimental comparisons of online and batch versions of bagging and boosting. In Proceedings of KDD'01. San Francisco, 2001. ACM Press.
8. R. E. Schapire and Y. Singer. Improved boosting algorithms using confidence-rated predictions. In Proceedings of Computational Learing Theory '98, pages 80-91, 1998.
9. M. Y. Yang, W. C. Hu, and L. Y. Shyu. Ecg events detection and classification using wavelet and neural networks. In Proc. of the Annual Int'l. Conf. of the IEEE Engineering in Medicine & Biology Society, volume 1, pages 289-292, 1997.