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Application of higher order statistics for atrial arrhythmia classification.

Authors :
Martis, Roshan Joy
Acharya, U. Rajendra
Prasad, Hari
Chua, Chua Kuang
Lim, Choo Min
Suri, Jasjit S.
Source :
Biomedical Signal Processing & Control; Nov2013, Vol. 8 Issue 6, p888-900, 13p
Publication Year :
2013

Abstract

Highlights: [•] Paper compares the classification performance of normal, AF and AFL. [•] HOS cumulant and bispectrum methods are compared. [•] ICA coupled with KNN performed better. [•] It provided 99.50% accuracy and 100% sensitivity. [•] System has potential applications in cardiovascular screening and diagnosis. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
17468094
Volume :
8
Issue :
6
Database :
Supplemental Index
Journal :
Biomedical Signal Processing & Control
Publication Type :
Academic Journal
Accession number :
92718592
Full Text :
https://doi.org/10.1016/j.bspc.2013.08.008