DocumentCode :
863519
Title :
Quantifying physiological data with Lempel-Ziv complexity-certain issues
Author :
Nagarajan, Radhakrishnan
Author_Institution :
Center on Aging, Arkansas Univ. for Med. Sci., Little Rock, AR, USA
Volume :
49
Issue :
11
fYear :
2002
Firstpage :
1371
Lastpage :
1373
Abstract :
The oscillations observed in physiological data can be attributed largely to the presence of either a nonlinear deterministic or a nondeterministic component. The Lempel-Ziv [1976] complexity and its variants have been used successfully to quantify the regularity of these oscillations. The decrease in the complexity can be observed in the case of nontrivial deterministic patterns as well as correlated noise. Thus, any conclusion on the nature of the pattern based solely on the value of the Lempel-Ziv complexity is incomplete. In this paper, the use of the surrogate data technique is suggested to avoid spurious interpretation of this measure of complexity. The data sets considered include the uterine contraction obtained during active labor. The surrogates are generated using the amplitude adjusted Fourier transform and the iterated amplitude adjusted Fourier transform. The approximate entropy [S.M. Pincus, 1991] is used as an alternate measure to verify the results obtained.
Keywords :
Fourier transforms; entropy; obstetrics; oscillators; physiological models; Lempel-Ziv complexity; active labor; approximate entropy; correlated noise; nontrivial deterministic patterns; physiological data quantification; spurious interpretation; surrogate data technique; uterine contraction; Aging; Area measurement; Biomedical measurements; Couplings; Entropy; Failure analysis; Feedback; Fourier transforms; Information analysis; Noise robustness; Cluster Analysis; Electromyography; Female; Fourier Analysis; Humans; Models, Statistical; Nonlinear Dynamics; Pattern Recognition, Automated; Periodicity; Signal Processing, Computer-Assisted; Statistics as Topic; Stochastic Processes; Uterine Contraction;
fLanguage :
English
Journal_Title :
Biomedical Engineering, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9294
Type :
jour
DOI :
10.1109/TBME.2002.804582
Filename :
1046946
Link To Document :
بازگشت