DocumentCode :
902222
Title :
Refined Multiscale Entropy: Application to 24-h Holter Recordings of Heart Period Variability in Healthy and Aortic Stenosis Subjects
Author :
Valencia, José Fernando ; Porta, Alberto ; Vallverdu, Montserrat ; Claria, Francisco ; Baranowski, Rafal ; Orlowska-Baranowska, Ewa ; Caminal, Pere
Author_Institution :
Dept. of Autom. Control (ES All), Tech. Univ. of Catalonia, Barcelona, Spain
Volume :
56
Issue :
9
fYear :
2009
Firstpage :
2202
Lastpage :
2213
Abstract :
Multiscale entropy (MSE) was proposed to characterize complexity as a function of the time-scale factor tau. Despite its broad use, this technique suffers from two limitations: (1) the artificial MSE reduction due to the coarse graining procedure and (2) the introduction of spurious MSE oscillations due to the suboptimal procedure for the elimination of the fast temporal scales. We propose a refined MSE (RMSE), and we apply it to simulations and to 24-h Holter recordings of heart rate variability (HRV) obtained from healthy and aortic stenosis (AS) groups. The study showed that the refinement relevant to the elimination of the fast temporal scales was more helpful at short scales (spanning the range of short-term HRV oscillations), while that relevant to the procedure of coarse graining was more useful at large scales. In healthy subjects, during daytime, RMSE was smaller at short scales (i.e., tau =1-2) and larger at longer scales (i.e., tau =4-20) than during nighttime. In AS population, RMSE was smaller during daytime both at short and long time scales (i.e., tau = 1 -11) than during nighttime. RMSE was larger in healthy group than in AS population during both daytime (i.e., tau = 2 -9) and nighttime (i.e., tau = 2). RMSE overcomes two limitations of MSE and confirms the complementary information that can be derived by observing complexity as a function of the temporal scale.
Keywords :
biomedical measurement; cardiovascular system; neurophysiology; Holter recordings; aortic stenosis subject; artificial MSE reduction; coarse graining procedure; health subject; heart period variability; refined multiscale entropy; spurious MSE oscillations; time 24 h; Biomedical engineering; Biomedical informatics; Control systems; Electrical capacitance tomography; Entropy; Government; Heart rate variability; Information analysis; Large-scale systems; Multiple signal classification; Orthopedic surgery; Postal services; Time series analysis; Aortic stenosis (AS); complexity; heart rate variability (HRV); multiscale entropy (MSE); refined multiscale entropy (RMSE); time-series analysis; Aortic Valve Stenosis; Circadian Rhythm; Electrocardiography, Ambulatory; Entropy; Heart Rate; Humans; Models, Cardiovascular; Models, Statistical; Pattern Recognition, Automated; Statistics, Nonparametric;
fLanguage :
English
Journal_Title :
Biomedical Engineering, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9294
Type :
jour
DOI :
10.1109/TBME.2009.2021986
Filename :
4956991
Link To Document :
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