Arrhythmia Classification via k-Means based Polyhedral Conic Functions Algorithm

被引：0
作者：
Cimen, Emre [1 ]
Ozturk, Gurkan [1 ]
机构：
[1] Anadolu Univ, Ind Engn, Eskisehir, Turkey
来源：
2016 INTERNATIONAL CONFERENCE ON COMPUTATIONAL SCIENCE & COMPUTATIONAL INTELLIGENCE (CSCI) | 2016年
关键词：
arrhythmia; classification; clustering; mathematical programming; HEARTBEAT INTERVAL FEATURES; ECG MORPHOLOGY; SEPARATION;
D O I：
10.1109/CSCI.2016.154
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
Heart disease is one of the important cause of death. In this study, we used ECG data obtained from MIT-BIH database to classify arrhythmias. We select 5 classes; normal beat (N), right bundle branch block (RBBB), left bundle branch block (LBBB), atrial premature contraction (APC) and ventricular premature contraction (VPC). We applied k-means based Polyhedral Conic Functions (k-means PCF) algorithm to classify instances. The performance of the proposed classifier is shown with numerical experiments. With proposed algorithm we obtained 98 % accuracy rate. This test result is compared with other well known classification methods.
引用
收藏
页码：798 / 802
页数：5
相关论文
共 17 条
[1]  
Artis S. G., 1991, COMP CARD P SEPT
[2]   Support vector machine-based arrhythmia classification using reduced features of heart rate variability signal [J].
Asl, Babak Mohammadzadeh ;
Setarehdan, Seyed Kamaledin ;
Mohebbi, Maryam .
ARTIFICIAL INTELLIGENCE IN MEDICINE, 2008, 44 (01) :51-64
[3]   A novel piecewise linear classifier based on polyhedral conic and max-min separabilities [J].
Bagirov, Adil M. ;
Ugon, Julien ;
Webb, Dean ;
Ozturk, Gurkan ;
Kasimbeyli, Refail .
TOP, 2013, 21 (01) :3-24
[4]  
Cimen E., 2011, ARRHYTHMIA CLASSIFIC
[5]   AN APPROACH TO CARDIAC-ARRHYTHMIA ANALYSIS USING HIDDEN MARKOV-MODELS [J].
COAST, DA ;
STERN, RM ;
CANO, GG ;
BRILLER, SA .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 1990, 37 (09) :826-836
[6]   Automatic classification of heartbeats using ECG morphology and heartbeat interval features [J].
de Chazal, P ;
O'Dwyer, M ;
Reilly, RB .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2004, 51 (07) :1196-1206
[7]   A patient-adapting heartbeat classifier using ECG morphology and heartbeat interval features [J].
de Chazal, Philip ;
Reilly, Richard B. .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2006, 53 (12) :2535-2543
[8]   Separation via polyhedral conic functions [J].
Gasimov, RN ;
Ozturk, G .
OPTIMIZATION METHODS & SOFTWARE, 2006, 21 (04) :527-540
[9]   Robust medical ad hoc sensor networks (MASN) with wavelet-based ECG data mining [J].
Hu, Fei ;
Jiang, Meng ;
Celentano, Laura ;
Xiao, Yang .
AD HOC NETWORKS, 2008, 6 (07) :986-1012
[10]   A patient-adaptable ECG beat classifier using a mixture of experts approach [J].
Hu, Yu Hen ;
Palreddy, Surekha ;
Tompkins, Willis J. .
1997, IEEE, Piscataway, NJ, United States (44)
12