Suddent Cardiac Death Predictor based on Spatial QRS-T Angle Feature and Support Vector Machine

被引:0
作者
Caesarendra, Wahyu [1 ]
Ismail, Rifky [1 ]
Kumiawan, Desita [1 ]
Karwiky, Giky [2 ]
Ahmad, Chaerul [2 ]
机构
[1] Diponegoro Univ, Ctr Biomech Biomat Biomechatron & Biosignal Proc, Semarang, Indonesia
[2] Padjajaran Univ, Dept Cardiol & Vasc Med, Bandung, Indonesia
来源
2016 IEEE EMBS CONFERENCE ON BIOMEDICAL ENGINEERING AND SCIENCES (IECBES) | 2016年
关键词
ECG features; spatial QRS-T angle; sudden cardiac death; support vector machine; VECTORCARDIOGRAM;
D O I
暂无
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
This paper presents a case study of sudden cardiac death predictor based on spatial QRS-T angle (spQRSTa) feature and support vector machine (SVM). The comparison between common ECG features and spQRSTa feature is presented in the paper. Eighteen volunteers were involved in the ECG experiement. The ECG data consist of 8 healthy controls and 8 patients with cardiac disease. Four ECG features such as QRS duration, QT interval, QT correction and spQRSTa feature were extracted from raw ECG signal. The two pair combination of 4 features were presented. The results show that the pair combination where the spQRSTa feature included can distinguish the healthy controls and patients with cardiac disease. From the plot results, the pair between QRS feature and spQRSTa feature was selected for SVM classification. The result show that SVM can classify the two classes with 100% accuracy.
引用
收藏
页码:186 / 192
页数:7
相关论文
共 11 条
  • [1] Burch G., 1945, PRIMER ELECTROCARDIO, P23
  • [2] A wavelet optimization approach for ECG signal classification
    Daamouche, Abdelhamid
    Hamami, Latifa
    Alajlan, Naif
    Melgani, Farid
    [J]. BIOMEDICAL SIGNAL PROCESSING AND CONTROL, 2012, 7 (04) : 342 - 349
  • [3] CORRECTED ORTHOGONAL ELECTROCARDIOGRAM + VECTORCARDIOGRAM IN 510 NORMAL MEN ( FRANK LEAD SYSTEM )
    DRAPER, HW
    LITTMANN, D
    PEFFER, CJ
    STALLMANN, FW
    PIPBERGER, HV
    [J]. CIRCULATION, 1964, 30 (06) : 853 - &
  • [4] Sudden Cardiac Death Prediction and Prevention Report From a National Heart, Lung, and Blood Institute and Heart Rhythm Society Workshop
    Fishman, Glenn I.
    Chugh, Sumeet S.
    DiMarco, John P.
    Albert, Christine M.
    Anderson, Mark E.
    Bonow, Robert O.
    Buxton, Alfred E.
    Chen, Peng-Sheng
    Estes, Mark
    Jouven, Xavier
    Kwong, Raymond
    Lathrop, David A.
    Mascette, Alice M.
    Nerbonne, Jeanne M.
    O'Rourke, Brian
    Page, Richard L.
    Roden, Dan M.
    Rosenbaum, David S.
    Sotoodehnia, Nona
    Trayanova, Natalia A.
    Zheng, Zhi-Jie
    [J]. CIRCULATION, 2010, 122 (22) : 2335 - 2348
  • [5] RECONSTRUCTION OF THE FRANK VECTORCARDIOGRAM FROM STANDARD ELECTROCARDIOGRAPHIC LEADS - DIAGNOSTIC COMPARISON OF DIFFERENT METHODS
    KORS, JA
    VANHERPEN, G
    SITTIG, AC
    VANBEMMEL, JH
    [J]. EUROPEAN HEART JOURNAL, 1990, 11 (12) : 1083 - 1092
  • [6] Discriminant analysis of multivariate time series: Application to diagnosis based on ECG signals
    Maharaj, Elizabeth Ann
    Alonso, Andres M.
    [J]. COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2014, 70 : 67 - 87
  • [7] Difference vectors to describe dynamics of the ST segment and the ventricular gradient in acute ischemia
    ter Haar, C. Cato
    Maan, Arie C.
    Warren, Stafford G.
    Ringborn, Michael
    Horacek, B. Milan
    Schalij, Martin J.
    Swenne, Cees A.
    [J]. JOURNAL OF ELECTROCARDIOLOGY, 2013, 46 (04) : 302 - 311
  • [8] Adaptive neuro-fuzzy inference system for classification of ECG signals using Lyapunov exponents
    Ubeyli, Elif Derya
    [J]. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE, 2009, 93 (03) : 313 - 321
  • [9] The Spatial QRS-T Angle: Implications in Clinical Practice
    Voulgari, Christina
    Pagoni, Stamatina
    Tesfaye, Solomon
    Tentolouris, Nicholas
    [J]. CURRENT CARDIOLOGY REVIEWS, 2013, 9 (03) : 197 - 210
  • [10] Feedback remodeling of cardiac potassium current expression - A novel potential mechanism for control of repolarization reserve
    Xiao, Ling
    Xiao, Jiening
    Luo, Xiaobin
    Lin, Huixian
    Wang, Zhiguo
    Nattel, Stanley
    [J]. CIRCULATION, 2008, 118 (10) : 983 - 992