Graduate School and Research Center in Digital Sciences

Large deviations estimates for the multiscale analysis of heart rate variability

Loiseau, Patrick; Médigue, Claire; Gonçalves, Paulo; Najmeddine, Attia; Seuret, Stéphane; Cottin, François; Chemla, Denis; Sorine, Michel; Barral, Julien

Physica A, Volume 391, N°22, 15 November 2012

In the realm of multiscale signal analysis, multifractal analysis provides with a natural and rich framework to measure the roughness of a time series. As such, it has drawn special attention of both mathematicians and practitioners, and led them to characterize relevant physiological factors impacting the heart rate variability. Notwithstanding these considerable progresses, multifractal analysis almost exclusively developed around the concept of Legendre singularity spectrum, for which efficient and elaborate estimators exist, but which are structurally blind to subtle features like non-concavity or, to a certain extent, non scaling of the distributions. Large deviations theory allows bypassing these limitations but it is only very recently that performing estimators were proposed to reliably compute the corresponding large deviations singularity spectrum. In this article, we illustrate the relevance of this approach, on both theoretical objects and on human heart rate signals from the Physionet public database. As conjectured, we verify that large deviations principles reveal significant information that otherwise remains hidden with classical approaches, and which can be reminiscent of some physiological characteristics. In particular we quantify the presence/absence of scale invariance of RR signals.

Document Doi Hal Bibtex

Title:Large deviations estimates for the multiscale analysis of heart rate variability
Keywords:Heart rate variability, multiscale analysis, multifractal analysis, large deviations
Type:Journal
Language:English
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Date:
Department:Data Science
Eurecom ref:3755
Copyright: © Elsevier. Personal use of this material is permitted. The definitive version of this paper was published in Physica A, Volume 391, N°22, 15 November 2012 and is available at : http://dx.doi.org/10.1016/j.physa.2012.05.069
Bibtex: @article{EURECOM+3755, doi = {http://dx.doi.org/10.1016/j.physa.2012.05.069}, year = {2012}, month = {06}, title = {{L}arge deviations estimates for the multiscale analysis of heart rate variability }, author = {{L}oiseau, {P}atrick and {M}{\'e}digue, {C}laire and {G}on{\'c}alves, {P}aulo and {N}ajmeddine, {A}ttia and {S}euret, {S}t{\'e}phane and {C}ottin, {F}ran{\'c}ois and {C}hemla, {D}enis and {S}orine, {M}ichel and {B}arral, {J}ulien}, journal = {{P}hysica {A}, {V}olume 391, {N}°22, 15 {N}ovember 2012}, url = {http://www.eurecom.fr/publication/3755} }
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