DocumentCode
1854089
Title
Developing robust recurrence plot analysis techniques for investigating infant respiratory patterns
Author
Terrill, P.I. ; Wilson, S. ; Suresh, S. ; Cooper, D.M.
Author_Institution
Univ. of Queensland, Brisbane
fYear
2007
fDate
22-26 Aug. 2007
Firstpage
5962
Lastpage
5966
Abstract
Recurrence plot analysis is a useful non-linear analysis tool. There are still no well formalised procedures for carrying out this analysis on measured physiological data, and systemising analysis is often difficult. In this paper, the recurrence based embedding is compared to radius based embedding by studying a logistic attractor and measured breathing data collected from sleeping human infants. Recurrence based embedding appears to be a more robust method of carrying out a recurrence analysis when attractor size is likely to be different between datasets. In the infant breathing data, the radius measure calculated at a fixed recurrence, scaled by average respiratory period, allows the accurate discrimination of active sleep from quiet sleep states (AUC=0.975, Sn=098, Sp=0.94).
Keywords
circadian rhythms; nonlinear dynamical systems; paediatrics; pneumodynamics; sleep; time series; active sleep state; breathing data; infant respiratory patterns; logistic attractor; nonlinear analysis; quiet sleep state; radius based embedding; recurrence based embedding; robust recurrence plot analysis; sleeping human infants; Australia; Data analysis; Hospitals; Humans; Logistics; Nonlinear dynamical systems; Pattern analysis; Pediatrics; Robustness; Sleep; Algorithms; Artificial Intelligence; Biological Clocks; Computer Graphics; Computer Simulation; Diagnosis, Computer-Assisted; Humans; Infant; Infant, Newborn; Models, Biological; Oscillometry; Polysomnography; Reproducibility of Results; Respiratory Function Tests; Sensitivity and Specificity; Sleep Stages; User-Computer Interface;
fLanguage
English
Publisher
ieee
Conference_Titel
Engineering in Medicine and Biology Society, 2007. EMBS 2007. 29th Annual International Conference of the IEEE
Conference_Location
Lyon
ISSN
1557-170X
Print_ISBN
978-1-4244-0787-3
Type
conf
DOI
10.1109/IEMBS.2007.4353706
Filename
4353706
Link To Document