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.
机构:
Monash Univ, Dept Econometr & Business Stat, Clayton, Vic 3800, AustraliaMonash Univ, Dept Econometr & Business Stat, Clayton, Vic 3800, Australia
Maharaj, Elizabeth Ann
Alonso, Andres M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Carlos III Madrid, Dept Stat, E-28903 Getafe, Spain
Univ Carlos III Madrid, INEACU, E-28903 Getafe, SpainMonash Univ, Dept Econometr & Business Stat, Clayton, Vic 3800, Australia
机构:
TOBB Ekonomi & Teknol Univ, Fac Engn, Dept Elect & Elect Engn, TR-06530 Ankara, TurkeyTOBB Ekonomi & Teknol Univ, Fac Engn, Dept Elect & Elect Engn, TR-06530 Ankara, Turkey
机构:
Univ Athens, Laiko Gen Hosp, Med Sch, Dept Propaudeut Internal Med 1, Athens, Greece
Athens Gen Reg Hosp G Gennimatas, Dept Internal Med 3, Athens, GreeceUniv Athens, Laiko Gen Hosp, Med Sch, Dept Propaudeut Internal Med 1, Athens, Greece
Voulgari, Christina
Pagoni, Stamatina
论文数: 0引用数: 0
h-index: 0
机构:
Athens Gen Reg Hosp G Gennimatas, Dept Internal Med 3, Athens, GreeceUniv Athens, Laiko Gen Hosp, Med Sch, Dept Propaudeut Internal Med 1, Athens, Greece
Pagoni, Stamatina
Tesfaye, Solomon
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sheffield, Sheffield Teaching Hosp, Diabet Res Unit, Sheffield, S Yorkshire, EnglandUniv Athens, Laiko Gen Hosp, Med Sch, Dept Propaudeut Internal Med 1, Athens, Greece
Tesfaye, Solomon
Tentolouris, Nicholas
论文数: 0引用数: 0
h-index: 0
机构:
Univ Athens, Laiko Gen Hosp, Med Sch, Dept Propaudeut Internal Med 1, Athens, GreeceUniv Athens, Laiko Gen Hosp, Med Sch, Dept Propaudeut Internal Med 1, Athens, Greece
机构:
Monash Univ, Dept Econometr & Business Stat, Clayton, Vic 3800, AustraliaMonash Univ, Dept Econometr & Business Stat, Clayton, Vic 3800, Australia
Maharaj, Elizabeth Ann
Alonso, Andres M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Carlos III Madrid, Dept Stat, E-28903 Getafe, Spain
Univ Carlos III Madrid, INEACU, E-28903 Getafe, SpainMonash Univ, Dept Econometr & Business Stat, Clayton, Vic 3800, Australia
机构:
TOBB Ekonomi & Teknol Univ, Fac Engn, Dept Elect & Elect Engn, TR-06530 Ankara, TurkeyTOBB Ekonomi & Teknol Univ, Fac Engn, Dept Elect & Elect Engn, TR-06530 Ankara, Turkey
机构:
Univ Athens, Laiko Gen Hosp, Med Sch, Dept Propaudeut Internal Med 1, Athens, Greece
Athens Gen Reg Hosp G Gennimatas, Dept Internal Med 3, Athens, GreeceUniv Athens, Laiko Gen Hosp, Med Sch, Dept Propaudeut Internal Med 1, Athens, Greece
Voulgari, Christina
Pagoni, Stamatina
论文数: 0引用数: 0
h-index: 0
机构:
Athens Gen Reg Hosp G Gennimatas, Dept Internal Med 3, Athens, GreeceUniv Athens, Laiko Gen Hosp, Med Sch, Dept Propaudeut Internal Med 1, Athens, Greece
Pagoni, Stamatina
Tesfaye, Solomon
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sheffield, Sheffield Teaching Hosp, Diabet Res Unit, Sheffield, S Yorkshire, EnglandUniv Athens, Laiko Gen Hosp, Med Sch, Dept Propaudeut Internal Med 1, Athens, Greece
Tesfaye, Solomon
Tentolouris, Nicholas
论文数: 0引用数: 0
h-index: 0
机构:
Univ Athens, Laiko Gen Hosp, Med Sch, Dept Propaudeut Internal Med 1, Athens, GreeceUniv Athens, Laiko Gen Hosp, Med Sch, Dept Propaudeut Internal Med 1, Athens, Greece