DocumentCode
169892
Title
MuTE: A new Matlab toolbox for estimating the multivariate Transfer entropy in physiological variability series
Author
Montalto, Alessandro ; Faes, Luca ; Marinazzo, Daniele
Author_Institution
Gent Univ., Ghent, Belgium
fYear
2014
fDate
25-28 May 2014
Firstpage
59
Lastpage
60
Abstract
We present a new time series analysis toolbox, developed in Matlab, for the estimation of the Transfer entropy (TE) between time series taken from a multivariate dataset. The main feature of the toolbox is its fully multivariate implementation, that is made possible by the design of an approach for the non-uniform embedding (NUE) of the observed time series. The toolbox is equipped with parametric (linear) and non-parametric (based on binning or nearest neighbors) entropy estimators. All these estimators, implemented using the NUE approach in comparison with the classical approach based on uniform embedding, are tested on RR interval, systolic pressure and respiration variability series measured from healthy subjects during head-up tilt. The results support the necessity of resorting to NUE for obtaining reliable estimates of the multivariate TE in short-term cardiovascular and cardiorespiratory variability.
Keywords
cardiovascular system; medical disorders; pneumodynamics; time series; Matlab toolbox; MuTE; NUE approach; RR interval; head-up tilt; multivariate TE; multivariate dataset; multivariate transfer entropy estimation; nonparametric entropy estimators; physiological variability series; respiration variability series measurement; short-term cardiorespiratory variability; short-term cardiovascular variability; systolic pressure variability series measurement; time series analysis toolbox; Entropy; Estimation; MATLAB; Physiology; Reliability; Time series analysis; Vectors;
fLanguage
English
Publisher
ieee
Conference_Titel
Cardiovascular Oscillations (ESGCO), 2014 8th Conference of the European Study Group on
Conference_Location
Trento
Type
conf
DOI
10.1109/ESGCO.2014.6847518
Filename
6847518
Link To Document