Can the regression trees be used to model relation between ECG leads?

• Presented is a preliminary study that investigates regression trees application for the purpose of mapping relationship between three differential ECG leads and leads of the 12-lead ECG. The approach was evaluated on a single ECG measurement on which it was superior to two syntheses performed by universal and personalized linear transformations, in terms of correlation coefficients between the synthesized and measured leads. A prominent imperfection however is that the regression trees can output only a limited number of values equal to the number of leaf nodes. The paper indicates some ideas on how to overcome this deficiency.

Ämnesord

TEKNIK OCH TEKNOLOGIER  -- Medicinteknik (hsv//swe)

ENGINEERING AND TECHNOLOGY  -- Medical Engineering (hsv//eng)

Nyckelord

Derived electrocardiograms

Differential leads

ECG

Electrocardiography

Leads synthesis

Regression trees

Wireless electrodes

Forestry

Linear transformations

Mathematical transformations

Regression analysis

Correlation coefficient

Ecg measurements

Mapping relationships

Modeling relations

Output only

Internet of things

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