Support vector machine for arrhythmia discrimination with wavelet-transform-based feature selection

Computers in Cardiology

Volumn , Issue , 2000, Pages 407-410

  Millet Roig, J ^a   Ventura Galiano, R ^a   Chorro Gasco F J ^b   Cebrian A ^a  

^a UNIVERSITAT POLITÈCNICA DE VALÈNCIA   (Spain)

^b UPV ^*

Author keywords

[No Author keywords available]

Indexed keywords

ALGORITHMS; DISEASES; FEATURE EXTRACTION; MEDICAL IMAGING; NEURAL NETWORKS; PARAMETER ESTIMATION; REGRESSION ANALYSIS; WAVELET TRANSFORMS;

ARRHYTHMIA DISCRIMINATION; FEATURE SELECTION; SUPPORT VECTOR MACHINE;

CARDIOLOGY;

EID: 0034477803     PISSN: 02766574     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (7)

1. J. Millet, J J López-Soriano, A. Mocholí, R. Ruiz-Granell, F J Chorro, "Study of Frequency and time Domain Parameters Extracted by Means of Wavelet Transform Applied to ECG to Distinguish between VF and other Arrhythmias", Computers in Cardiology 1998, Cleveland. Ohio, USA, 1998, pp. 17-20.
2. J Millet-Roig, JJ Rieta-Ibáñez, E Vilanova, A Mocholí, FJ Chorro, "Time Frequency Analysis of a Single ECG to Discriminate between Ventricular Tachycardia and Ventricular Fibrillation", Computers in Cardiology 1999, pp. 711-714
3. V. Vapnik, et. Al., "Theory of Support Vector Machines", Department of Computer Science, Royal Holloway, University of London, 1996
4. C. Burgues, "A tutorial on Support Vector Machines for Pattern Recognition", Bell Laboratories, Lucent Technologies, USA, 1998
5. Kerber RE, Becker LB, et al. Automatic external defibrillators for public access defibrillation: recommendations for specifying and reporting arrhythmia analysis algorithm performance, incorporating new waveforms, and enhancing safety. A statement for health professionals from the AHA Task Force on Automatic External Defibrillation, Subcommittee on AED and Efficacy. Circulation 1997 18:1677-1681.
6. Kleinbaum, DG "Logistic regression, a self-learning text". Series Editors, Statistic in the Health Science. 1996.
7. Pandya AS & Macy, RB "Pattern recognition with neural networks in C++ ". CRC Press , 1996.