DocumentCode :
2101231
Title :
Characterization of detrended fluctuation analysis in the context of glycemic time series
Author :
Cirugeda-Roldan, E.M. ; Molina-Pico, A. ; Cuesta-Frau, D. ; Oltra-Crespo, S. ; Miro-Martinez, P. ; Vigil-Medina, L. ; Varela-Entrecanales, M.
Author_Institution :
Comput. Sci. Dept. (DISCA), Polytech. Univ. of Valencia, Alicante, Spain
fYear :
2012
fDate :
Aug. 28 2012-Sept. 1 2012
Firstpage :
4225
Lastpage :
4228
Abstract :
There is a growing interest in the analysis of hyperglycemia and its relationship with other pathologies. The level of glucose in blood is regulated by the flux/reflux and controlled by hyperglycemia hormones and hypoglycemic insulin. Glycemic profiles are characterized by a nonlinear and nonstationary behavior but also influenced by circadian rhythms and patient daily routine which introduce quasi- periodic trends into them. This type of signals are commonly analyzed by Detrended Fluctuation Analysis (DFA) which states that the control system in charge of regulating the glucose level usually holds a long- range negative correlation. But there is an inconsistency about the windowing lengths, as no standard or rules are set. This work studies the influence of the windowing length sequence, and shows that there is a need for selecting the optimal values in order to obtain a good differentiation between different groups, and these values are somehow determined by signal characteristics.
Keywords :
blood; diseases; medical signal processing; blood; cardiovascular pathology; circadian rhythm; detrended fluctuation analysis; glucose; glucose level; glycemic profile; glycemic time series; hyperglycemia analysis; hyperglycemia hormone; hypoglycemic insulin; length sequence; signal characteristics; Correlation; Diabetes; Doped fiber amplifiers; Educational institutions; Entropy; Sugar; Time series analysis; Algorithms; Blood Glucose; Data Interpretation, Statistical; Diagnosis, Computer-Assisted; Humans; Hyperglycemia; Reproducibility of Results; Sensitivity and Specificity;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2012 Annual International Conference of the IEEE
Conference_Location :
San Diego, CA
ISSN :
1557-170X
Print_ISBN :
978-1-4244-4119-8
Electronic_ISBN :
1557-170X
Type :
conf
DOI :
10.1109/EMBC.2012.6346899
Filename :
6346899
Link To Document :
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