Cargando…

Complexity and Disorder of 1/f(α) Noises

The complexity and the disorder of a 1/ [Formula: see text] noise time series are quantified by entropy of entropy (EoE) and average entropy (AE), respectively. The resulting EoE vs. AE plot of a series of 1/ [Formula: see text] noises of various values of [Formula: see text] exhibits a distinct inv...

Descripción completa

Detalles Bibliográficos
Autores principales: Hsu, Chang Francis, Hsu, Long, Chi, Sien
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7597264/
https://www.ncbi.nlm.nih.gov/pubmed/33286896
http://dx.doi.org/10.3390/e22101127
_version_ 1783602305962082304
author Hsu, Chang Francis
Hsu, Long
Chi, Sien
author_facet Hsu, Chang Francis
Hsu, Long
Chi, Sien
author_sort Hsu, Chang Francis
collection PubMed
description The complexity and the disorder of a 1/ [Formula: see text] noise time series are quantified by entropy of entropy (EoE) and average entropy (AE), respectively. The resulting EoE vs. AE plot of a series of 1/ [Formula: see text] noises of various values of [Formula: see text] exhibits a distinct inverted U curve. For the 1/ [Formula: see text] noises, we have shown that [Formula: see text] decreases monotonically as AE increases, which indicates that [Formula: see text] is also a measure of disorder. Furthermore, a 1/ [Formula: see text] noise and a cardiac interbeat (RR) interval series are considered equivalent as they have the same AE. Accordingly, we have found that the 1/ [Formula: see text] noises for [Formula: see text] around 1.5 are equivalent to the RR interval series of healthy subjects. The pink noise at [Formula: see text] = 1 is equivalent to atrial fibrillation (AF) RR interval series while the white noise at [Formula: see text] = 0 is more disordered than AF RR interval series. These results, based on AE, are different from the previous ones based on spectral analysis. The testing macro-average F-score is 0.93 when classifying the RR interval series of three groups using AE-based [Formula: see text] , while it is 0.73 when using spectral-analysis-based [Formula: see text].
format Online
Article
Text
id pubmed-7597264
institution National Center for Biotechnology Information
language English
publishDate 2020
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-75972642020-11-09 Complexity and Disorder of 1/f(α) Noises Hsu, Chang Francis Hsu, Long Chi, Sien Entropy (Basel) Article The complexity and the disorder of a 1/ [Formula: see text] noise time series are quantified by entropy of entropy (EoE) and average entropy (AE), respectively. The resulting EoE vs. AE plot of a series of 1/ [Formula: see text] noises of various values of [Formula: see text] exhibits a distinct inverted U curve. For the 1/ [Formula: see text] noises, we have shown that [Formula: see text] decreases monotonically as AE increases, which indicates that [Formula: see text] is also a measure of disorder. Furthermore, a 1/ [Formula: see text] noise and a cardiac interbeat (RR) interval series are considered equivalent as they have the same AE. Accordingly, we have found that the 1/ [Formula: see text] noises for [Formula: see text] around 1.5 are equivalent to the RR interval series of healthy subjects. The pink noise at [Formula: see text] = 1 is equivalent to atrial fibrillation (AF) RR interval series while the white noise at [Formula: see text] = 0 is more disordered than AF RR interval series. These results, based on AE, are different from the previous ones based on spectral analysis. The testing macro-average F-score is 0.93 when classifying the RR interval series of three groups using AE-based [Formula: see text] , while it is 0.73 when using spectral-analysis-based [Formula: see text]. MDPI 2020-10-04 /pmc/articles/PMC7597264/ /pubmed/33286896 http://dx.doi.org/10.3390/e22101127 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
Hsu, Chang Francis
Hsu, Long
Chi, Sien
Complexity and Disorder of 1/f(α) Noises
title Complexity and Disorder of 1/f(α) Noises
title_full Complexity and Disorder of 1/f(α) Noises
title_fullStr Complexity and Disorder of 1/f(α) Noises
title_full_unstemmed Complexity and Disorder of 1/f(α) Noises
title_short Complexity and Disorder of 1/f(α) Noises
title_sort complexity and disorder of 1/f(α) noises
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7597264/
https://www.ncbi.nlm.nih.gov/pubmed/33286896
http://dx.doi.org/10.3390/e22101127
work_keys_str_mv AT hsuchangfrancis complexityanddisorderof1fanoises
AT hsulong complexityanddisorderof1fanoises
AT chisien complexityanddisorderof1fanoises