TY - JOUR
T1 - Time-variant estimation of directed influences during Parkinsonian tremor
AU - Sommerlade, Linda
AU - Henschel, Kathrin
AU - Wohlmuth, Johannes
AU - Jachan, Michael
AU - Amtage, Florian
AU - Hellwig, Bernhard
AU - Luecking, Carl Hermann
AU - Timmer, Jens
AU - Schelter, Bjoern
PY - 2009/11
Y1 - 2009/11
N2 - The inference of interaction structures in multidimensional time series is a major challenge not only in neuroscience but in many fields of research. To gather information about the connectivity in a network from measured data, several parametric as well as non-parametric approaches have been proposed and widely examined. Today a lot of interest is focused on the evolution of the network connectivity in time which might contain information about ongoing tasks in the brain or possible dynamic dysfunctions. Therefore an extension of the current approaches towards time-resolved analysis techniques is desired. We present a parametric approach for time variant analysis, test its performance for simulated data, and apply it to real-world data. (C) 2009 Elsevier Ltd. All rights reserved.
AB - The inference of interaction structures in multidimensional time series is a major challenge not only in neuroscience but in many fields of research. To gather information about the connectivity in a network from measured data, several parametric as well as non-parametric approaches have been proposed and widely examined. Today a lot of interest is focused on the evolution of the network connectivity in time which might contain information about ongoing tasks in the brain or possible dynamic dysfunctions. Therefore an extension of the current approaches towards time-resolved analysis techniques is desired. We present a parametric approach for time variant analysis, test its performance for simulated data, and apply it to real-world data. (C) 2009 Elsevier Ltd. All rights reserved.
KW - multivariate time series
KW - partial directed coherence
KW - time-variant estimation
U2 - 10.1016/j.jphysparis.2009.07.005
DO - 10.1016/j.jphysparis.2009.07.005
M3 - Article
SN - 0928-4257
VL - 103
SP - 348
EP - 352
JO - Journal of Physiology - Paris
JF - Journal of Physiology - Paris
IS - 6
ER -