Simultaneous Optimized Orthogonal Matching Pursuit with Application to ECG Compression

Laura Rebollo-Neira

doi:10.1371/journal.pone.0325555

Simultaneous Optimized Orthogonal Matching Pursuit with Application to ECG Compression

Laura Rebollo-Neira^*

^*Corresponding author for this work

Research output: Contribution to journal › Article › peer-review

Abstract

A greedy pursuit strategy which finds a common basis for approximating a set of similar signals is proposed. The strategy extends the Optimized Orthogonal Matching Pursuit approach to selecting the subspace containing the approximation of all the signals in the set. The method, called Simultaneous Optimized Orthogonal Matching Pursuit, is stepwise optimal in the sense of minimizing at each iteration the mean square error norm of the signals in the set. When applied to compression of electrocardiograms, significant gains over other transformation based compression techniques are demonstrated on the MIT-BIH Arrhythmia dataset.

Original language	English
Article number	e0325555
Number of pages	21
Journal	PLoS ONE
Volume	20
Issue number	6
Early online date	11 Jun 2025
DOIs	https://doi.org/10.1371/journal.pone.0325555
Publication status	Published - 11 Jun 2025

Bibliographical note

Copyright © 2025 Laura Rebollo-Neira. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.

Data Access Statement

All data are available at the Aston Data Explorer Repository: https://doi.org/10.17036/researchdata.aston.ac.uk.00000655

Keywords

Algorithms
Arrhythmias, Cardiac/diagnosis
Data Compression/methods
Electrocardiography/methods
Humans
Signal Processing, Computer-Assisted

Access to Document

10.1371/journal.pone.0325555Licence: CC BY 4.0

Simultaneous Optimized Orthogonal Matching Pursuit with Application to ECG Compression
Copyright © 2025 Laura Rebollo-Neira. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
Final published version, 6.88 MBLicence: CC BY 4.0

Cite this

@article{217e7e88843046c38fb8d1c57aab1287,

title = "Simultaneous Optimized Orthogonal Matching Pursuit with Application to ECG Compression",

abstract = "A greedy pursuit strategy which finds a common basis for approximating a set of similar signals is proposed. The strategy extends the Optimized Orthogonal Matching Pursuit approach to selecting the subspace containing the approximation of all the signals in the set. The method, called Simultaneous Optimized Orthogonal Matching Pursuit, is stepwise optimal in the sense of minimizing at each iteration the mean square error norm of the signals in the set. When applied to compression of electrocardiograms, significant gains over other transformation based compression techniques are demonstrated on the MIT-BIH Arrhythmia dataset.",

keywords = "Algorithms, Arrhythmias, Cardiac/diagnosis, Data Compression/methods, Electrocardiography/methods, Humans, Signal Processing, Computer-Assisted",

author = "Laura Rebollo-Neira",

note = "Copyright {\textcopyright} 2025 Laura Rebollo-Neira. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.",

year = "2025",

month = jun,

day = "11",

doi = "10.1371/journal.pone.0325555",

language = "English",

volume = "20",

journal = "PLoS ONE",

issn = "1932-6203",

publisher = "Public Library of Science",

number = "6",

}

TY - JOUR

T1 - Simultaneous Optimized Orthogonal Matching Pursuit with Application to ECG Compression

AU - Rebollo-Neira, Laura

N1 - Copyright © 2025 Laura Rebollo-Neira. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.

PY - 2025/6/11

Y1 - 2025/6/11

N2 - A greedy pursuit strategy which finds a common basis for approximating a set of similar signals is proposed. The strategy extends the Optimized Orthogonal Matching Pursuit approach to selecting the subspace containing the approximation of all the signals in the set. The method, called Simultaneous Optimized Orthogonal Matching Pursuit, is stepwise optimal in the sense of minimizing at each iteration the mean square error norm of the signals in the set. When applied to compression of electrocardiograms, significant gains over other transformation based compression techniques are demonstrated on the MIT-BIH Arrhythmia dataset.

AB - A greedy pursuit strategy which finds a common basis for approximating a set of similar signals is proposed. The strategy extends the Optimized Orthogonal Matching Pursuit approach to selecting the subspace containing the approximation of all the signals in the set. The method, called Simultaneous Optimized Orthogonal Matching Pursuit, is stepwise optimal in the sense of minimizing at each iteration the mean square error norm of the signals in the set. When applied to compression of electrocardiograms, significant gains over other transformation based compression techniques are demonstrated on the MIT-BIH Arrhythmia dataset.

KW - Algorithms

KW - Arrhythmias, Cardiac/diagnosis

KW - Data Compression/methods

KW - Electrocardiography/methods

KW - Humans

KW - Signal Processing, Computer-Assisted

UR - https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0325555

UR - http://www.scopus.com/inward/record.url?scp=105007952815&partnerID=8YFLogxK

U2 - 10.1371/journal.pone.0325555

DO - 10.1371/journal.pone.0325555

M3 - Article

C2 - 40498876

SN - 1932-6203

VL - 20

JO - PLoS ONE

JF - PLoS ONE

IS - 6

M1 - e0325555

ER -

Simultaneous Optimized Orthogonal Matching Pursuit with Application to ECG Compression

Abstract

Bibliographical note

Data Access Statement

Keywords

Access to Document

Other files and links

Fingerprint

Simultaneous Optimized Orthogonal Matching Pursuit with Application to ECG Compression

Cite this