Improved EASI ECG Model Obtained Using Various Machine Learning and Regression Techniques

被引：0

作者：

Oleksy, Wojciech ^{[1
]}

Tkacz, Ewaryst ^{[1
]}

Budzianowski, Zbigniew ^{[1
]}

机构：

[1] Silesian Tech Univ, Fac Automat Control Elect & Comp Sci, Inst Informat, Gliwice, Poland

来源：

2012 35TH INTERNATIONAL CONFERENCE ON TELECOMMUNICATIONS AND SIGNAL PROCESSING (TSP) | 2012年

关键词：

EASI; ECG; Artificial Neural Network; SVM; Linear Regression; PACE regression; Least Median of Squares Regression; 12-LEAD ELECTROCARDIOGRAM;

D O I：

暂无

中图分类号：

TM [电工技术]; TN [电子技术、通信技术];

学科分类号：

0808 ; 0809 ;

摘要：

Main idea of this study was to increase efficiency of the EASI ECG method introduced by Dover in 1988 using various regression techniques. EASI was proven to have high correlation with standard 12 lead ECG. Apart from that it is less susceptible to artefacts, increase mobility of patients and is easier to use because of smaller number of electrodes. Multilayer Perceptron (Artificial Neural Network), Support Vector Machines, Linear Regression, Pace Regression and Least Median of Squares Regression methods were used to improve the quality of the 12-lead electrocardiogram derived from four (EASI) electrodes.

引用

页码：534 / 538

页数：5

共 15 条

[1]

[Anonymous], SIECI NEURONOWE

[2]

Barbara J. Drew, 1999, J ELECTROCARDIOLOG S, V32

[3] Derived 12-lead electrocardiogram in the assessment of ST-segment deviation and cardiac rhythm [J].

Chantad, D ;

Krittayaphong, R ;

Komoltri, C .

JOURNAL OF ELECTROCARDIOLOGY, 2006, 39 (01) :7-12

[4]

Cybenko G., MATH CONTROL SIGNALS

[5] DERIVING THE 12-LEAD ELECTROCARDIOGRAM FROM 4 (EASI) ELECTRODES [J].

DOWER, GE ;

YAKUSH, A ;

NAZZAL, SB ;

JUTZY, RV ;

RUIZ, CE .

JOURNAL OF ELECTROCARDIOLOGY, 1988, 21 :S182-S187

[6]

Dower GE, EASI 12 LEAD ELECTRO, V2, P300

[7]

Feild Dirk Q., 2002, J ELECTROCARDIOLOG S, V35

[8]

Feldman CL, 1991, J FACTS, V21, P201

[9]

Klein MD, 1997, COMPUT CARDIOL, V24, P721, DOI 10.1109/CIC.1997.648152

[10]

Oleksy Wojciech, 2010, INVESTIGATION TRANSF

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