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Modified Distribution Entropy as a Complexity Measure of Heart Rate Variability (HRV) Signal
The complexity of a heart rate variability (HRV) signal is considered an important nonlinear feature to detect cardiac abnormalities. This work aims at explaining the physiological meaning of a recently developed complexity measurement method, namely, distribution entropy ([Formula: see text]), in t...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7597155/ https://www.ncbi.nlm.nih.gov/pubmed/33286846 http://dx.doi.org/10.3390/e22101077 |
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author | Udhayakumar, Radhagayathri Karmakar, Chandan Li, Peng Wang, Xinpei Palaniswami, Marimuthu |
author_facet | Udhayakumar, Radhagayathri Karmakar, Chandan Li, Peng Wang, Xinpei Palaniswami, Marimuthu |
author_sort | Udhayakumar, Radhagayathri |
collection | PubMed |
description | The complexity of a heart rate variability (HRV) signal is considered an important nonlinear feature to detect cardiac abnormalities. This work aims at explaining the physiological meaning of a recently developed complexity measurement method, namely, distribution entropy ([Formula: see text]), in the context of HRV signal analysis. We thereby propose modified distribution entropy ([Formula: see text]) to remove the physiological discrepancy involved in the computation of [Formula: see text]. The proposed method generates a distance matrix that is devoid of over-exerted multi-lag signal changes. Restricted element selection in the distance matrix makes “ [Formula: see text] ” a computationally inexpensive and physiologically more relevant complexity measure in comparison to [Formula: see text]. |
format | Online Article Text |
id | pubmed-7597155 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-75971552020-11-09 Modified Distribution Entropy as a Complexity Measure of Heart Rate Variability (HRV) Signal Udhayakumar, Radhagayathri Karmakar, Chandan Li, Peng Wang, Xinpei Palaniswami, Marimuthu Entropy (Basel) Article The complexity of a heart rate variability (HRV) signal is considered an important nonlinear feature to detect cardiac abnormalities. This work aims at explaining the physiological meaning of a recently developed complexity measurement method, namely, distribution entropy ([Formula: see text]), in the context of HRV signal analysis. We thereby propose modified distribution entropy ([Formula: see text]) to remove the physiological discrepancy involved in the computation of [Formula: see text]. The proposed method generates a distance matrix that is devoid of over-exerted multi-lag signal changes. Restricted element selection in the distance matrix makes “ [Formula: see text] ” a computationally inexpensive and physiologically more relevant complexity measure in comparison to [Formula: see text]. MDPI 2020-09-24 /pmc/articles/PMC7597155/ /pubmed/33286846 http://dx.doi.org/10.3390/e22101077 Text en © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Udhayakumar, Radhagayathri Karmakar, Chandan Li, Peng Wang, Xinpei Palaniswami, Marimuthu Modified Distribution Entropy as a Complexity Measure of Heart Rate Variability (HRV) Signal |
title | Modified Distribution Entropy as a Complexity Measure of Heart Rate Variability (HRV) Signal |
title_full | Modified Distribution Entropy as a Complexity Measure of Heart Rate Variability (HRV) Signal |
title_fullStr | Modified Distribution Entropy as a Complexity Measure of Heart Rate Variability (HRV) Signal |
title_full_unstemmed | Modified Distribution Entropy as a Complexity Measure of Heart Rate Variability (HRV) Signal |
title_short | Modified Distribution Entropy as a Complexity Measure of Heart Rate Variability (HRV) Signal |
title_sort | modified distribution entropy as a complexity measure of heart rate variability (hrv) signal |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7597155/ https://www.ncbi.nlm.nih.gov/pubmed/33286846 http://dx.doi.org/10.3390/e22101077 |
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