Principal Component Analysis of Differential Electrocardiographic Leads - A Contribution to the Synthesis of ECGs

  • I. Tomašić
  • R. Trobec
  • R. Magjarević
Part of the IFMBE Proceedings book series (IFMBE, volume 42)

Abstract

The principal component analysis (PCA) is applied on juxtaposed average beats of unipolar and differential leads (DLs), obtained from 35-lead multichannel ECGs, for assessing proportions of cardiac electrical activity variance that the leads measure. It was shown that 93% of the total 35- lead measured variance can be explained by the first three principal components (PCs). An analysis of correlations between the ECG leads and the first three PCs shows that the leads employing electrodes further to the heart pick up less of the total ECG variance. It was also demonstrated that DLs with highest correlations to the first three PCs, coincide with the universal DLs selected by our previously published ECG synthesis algorithm: BDLSA. This enables the application of the PCA in the selection of optimal DLs combinations for the ECG synthesis.

Keywords

Electrocardiography Differential leads Principal component analysis Derived electrocardiograms ECG synthesis 

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Copyright information

© Springer International Publishing Switzerland 2014

Authors and Affiliations

  • I. Tomašić
    • 1
  • R. Trobec
    • 1
  • R. Magjarević
    • 2
  1. 1.Department of Communication SystemsJožef Stefan InstituteLjubljanaSlovenia
  2. 2.Department of Electronic Systems and Information ProcessingFaculty of Electrical Engineering and ComputingZagrebCroatia

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