The multiscale entropy algorithm and its variants: a review


Autoria(s): Humeau-Heurtier, Anne
Contribuinte(s)

Laboratoire Angevin de Recherche en Ingénierie des Systèmes (LARIS) ; Université d'Angers (UA)

Data(s)

2015

Resumo

International audience

<p>Multiscale entropy (MSE) analysis was introduced in the 2002 to evaluate the complexity of a time series by quantifying its entropy over a range of temporal scales. The algorithm has been successfully applied in different research fields. Since its introduction, a number of modifications and refinements have been proposed, some aimed at increasing the accuracy of the entropy estimates, others at exploring alternative coarse-graining procedures. In this review, we first describe the original MSE algorithm. Then, we review algorithms that have been introduced to improve the estimation of MSE. We also report a recent generalization of the method to higher moments.</p>

Identificador

hal-01392073

https://hal.archives-ouvertes.fr/hal-01392073

DOI : 10.3390/e17053110

OKINA : ua11170

Idioma(s)

en

Publicador

HAL CCSD

MDPI

Relação

info:eu-repo/semantics/altIdentifier/doi/10.3390/e17053110

Fonte

ISSN: 1099-4300

Entropy

https://hal.archives-ouvertes.fr/hal-01392073

Entropy, MDPI, 2015, 17 (5), pp.3110-3123. <10.3390/e17053110>

Palavras-Chave #Complexity #composite multiscale entropy #entropy #fuzzy sample entropy #generalized multiscale entropy #hierarchical entropy #intrinsic mode entropy #multiscale entropy #nonlinear dynamics #refined multiscale entropy #[SPI] Engineering Sciences [physics]
Tipo

info:eu-repo/semantics/article

Journal articles