Title :
Quantifying the causal strength of multivariate cardiovascular couplings with momentary information transfer
Author :
Runge, Julian ; Riedl, Maik ; Stepan, Holger ; Wessel, Niels ; Kurths, J.
Author_Institution :
Dept. of Phys., Humboldt-Univ. zu Berlin, Berlin, Germany
Abstract :
The article introduces an information-theoretic approach to detect and quantify causal couplings in the complex cardiovascular system. In a first step a causal algorithm detects the coupling delays and in a second step the causal strength of each coupling mechanism is quantified using the recently introduced momentary information transfer. As a preliminary example, the method is applied to time series of respiration, systolic and diastolic blood pressure, and heart rate of pregnant healthy women and women suffering from pre-eclampsia. A possible explanation for the influence of heart rate on systolic blood pressure is found.
Keywords :
biomedical engineering; cardiovascular system; diseases; medical computing; causal algorithm; causal coupling; causal strength; complex cardiovascular system; diastolic blood pressure; heart rate; momentary information transfer; multivariate cardiovascular coupling; preeclampsia; pregnant healthy women; respiration time series; systolic blood pressure; Blood pressure; Couplings; Delays; Mutual information; Pregnancy; Time series analysis; Yttrium;
Conference_Titel :
Cardiovascular Oscillations (ESGCO), 2014 8th Conference of the European Study Group on
Conference_Location :
Trento
DOI :
10.1109/ESGCO.2014.6847563