Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Udhayakumar, Radhagayathri, Karmakar, Chandan, Li, Peng, Wang, Xinpei, Palaniswami, Marimuthu
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
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
_version_ 1783602277179719680
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
work_keys_str_mv AT udhayakumarradhagayathri modifieddistributionentropyasacomplexitymeasureofheartratevariabilityhrvsignal
AT karmakarchandan modifieddistributionentropyasacomplexitymeasureofheartratevariabilityhrvsignal
AT lipeng modifieddistributionentropyasacomplexitymeasureofheartratevariabilityhrvsignal
AT wangxinpei modifieddistributionentropyasacomplexitymeasureofheartratevariabilityhrvsignal
AT palaniswamimarimuthu modifieddistributionentropyasacomplexitymeasureofheartratevariabilityhrvsignal