@article{ART001804475},
author={Sungoan Kim and 김대환},
title={Rhythm Classification of ECG Signal by Rule and SVM Based Algorithm},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2013},
volume={18},
number={9},
pages={43-51}
TY - JOUR
AU - Sungoan Kim
AU - 김대환
TI - Rhythm Classification of ECG Signal by Rule and SVM Based Algorithm
JO - Journal of The Korea Society of Computer and Information
PY - 2013
VL - 18
IS - 9
PB - The Korean Society Of Computer And Information
SP - 43
EP - 51
SN - 1598-849X
AB - Classification result by comprehensive analysis of rhythm section and heartbeat unit makes a reliable diagnosis of heart disease possible. In this paper, based on feature-points of ECG signals,rhythm analysis for constant section and heartbeat unit is conducted using rule-based classification and SVM-based classification respectively. Rhythm types are classified using a rule base deduced from clinical materials for features of rhythm section in rule-based classification, and monotonic rhythm or major abnormality heartbeats are classified using multiple SVMs trained previously for features of heartbeat unit in SVM-based classification. Experimental results for the MIT-BIH arrhythmia database show classification ratios of 68.52% by rule-based method alone and 87.04% by fusion method of rule-based and SVM-based for 11 rhythm types. The proposed fusion method is improved by about 19% through misclassification improvement for monotonic and arrangement rhythms by SVM-based method
KW - ECG Signal;Rhythm Classification;Heartbeat Classification;Fusion Algorithm;Arrhythmia Diagnosis
DO -
UR -
ER -
Sungoan Kim and 김대환. (2013). Rhythm Classification of ECG Signal by Rule and SVM Based Algorithm. Journal of The Korea Society of Computer and Information, 18(9), 43-51.
Sungoan Kim and 김대환. 2013, "Rhythm Classification of ECG Signal by Rule and SVM Based Algorithm", Journal of The Korea Society of Computer and Information, vol.18, no.9 pp.43-51.
Sungoan Kim, 김대환 "Rhythm Classification of ECG Signal by Rule and SVM Based Algorithm" Journal of The Korea Society of Computer and Information 18.9 pp.43-51 (2013) : 43.
Sungoan Kim, 김대환. Rhythm Classification of ECG Signal by Rule and SVM Based Algorithm. 2013; 18(9), 43-51.
Sungoan Kim and 김대환. "Rhythm Classification of ECG Signal by Rule and SVM Based Algorithm" Journal of The Korea Society of Computer and Information 18, no.9 (2013) : 43-51.
Sungoan Kim; 김대환. Rhythm Classification of ECG Signal by Rule and SVM Based Algorithm. Journal of The Korea Society of Computer and Information, 18(9), 43-51.
Sungoan Kim; 김대환. Rhythm Classification of ECG Signal by Rule and SVM Based Algorithm. Journal of The Korea Society of Computer and Information. 2013; 18(9) 43-51.
Sungoan Kim, 김대환. Rhythm Classification of ECG Signal by Rule and SVM Based Algorithm. 2013; 18(9), 43-51.
Sungoan Kim and 김대환. "Rhythm Classification of ECG Signal by Rule and SVM Based Algorithm" Journal of The Korea Society of Computer and Information 18, no.9 (2013) : 43-51.