Single-lead f-wave extraction using diffusion geometry.

Journal Article

A novel single-lead f-wave extraction algorithm based on the modern diffusion geometry data analysis framework is proposed.The algorithm is essentially an averaged beat subtraction algorithm, where the ventricular activity template is estimated by combining a newly designed metric, the 'diffusion distance', and the non-local Euclidean median based on the non-linear manifold setup. We coined the algorithm [Formula: see text].Two simulation schemes are considered, and the new algorithm [Formula: see text] outperforms traditional algorithms, including the average beat subtraction, principal component analysis, and adaptive singular value cancellation, in different evaluation metrics with statistical significance.The clinical potential is shown in the real Holter signal, and we introduce a new score to evaluate the performance of the algorithm.

Full Text

Duke Authors

Cited Authors

  • Malik, J; Reed, N; Wang, C-L; Wu, H-T

Published Date

  • June 22, 2017

Published In

Volume / Issue

  • 38 / 7

Start / End Page

  • 1310 - 1334

PubMed ID

  • 28640756

Electronic International Standard Serial Number (EISSN)

  • 1361-6579

International Standard Serial Number (ISSN)

  • 0967-3334

Digital Object Identifier (DOI)

  • 10.1088/1361-6579/aa707c

Language

  • eng