Research output: Contribution to Journal/Magazine › Journal article › peer-review
Research output: Contribution to Journal/Magazine › Journal article › peer-review
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TY - JOUR
T1 - Direction of coupling from phases of interacting oscillators: An information-theoretic approach.
AU - Paluš, Milan
AU - Stefanovska, Aneta
N1 - Introduction of a new technique for deducing the directionality of interactions between coupled nonlinear oscillators from their time series data, based on information theory. Showed that respiration drives cardiac oscillations in healthy subjects. Applicable not only to physiological oscillatory processes, but in much wider contexts too [26 citations]. RAE_import_type : Journal article RAE_uoa_type : Physics
PY - 2003/5/27
Y1 - 2003/5/27
N2 - A directionality index based on conditional mutual information is proposed for application to the instantaneous phases of weakly coupled oscillators. Its abilities to distinguish unidirectional from bidirectional coupling, as well as to reveal and quantify asymmetry in bidirectional coupling, are demonstrated using numerical examples of quasiperiodic, chaotic, and noisy oscillators, as well as real human cardiorespiratory data.
AB - A directionality index based on conditional mutual information is proposed for application to the instantaneous phases of weakly coupled oscillators. Its abilities to distinguish unidirectional from bidirectional coupling, as well as to reveal and quantify asymmetry in bidirectional coupling, are demonstrated using numerical examples of quasiperiodic, chaotic, and noisy oscillators, as well as real human cardiorespiratory data.
U2 - 10.1103/PhysRevE.67.055201
DO - 10.1103/PhysRevE.67.055201
M3 - Journal article
VL - 67
SP - 055201
JO - Physical Review E
JF - Physical Review E
SN - 1550-2376
IS - 5
ER -