Causality detection based on information-theoretic approaches in time series analysis

K Hlaváčková-Schindler, M Paluš, M Vejmelka… - Physics Reports, 2007 - Elsevier
Synchronization, a basic nonlinear phenomenon, is widely observed in diverse complex
systems studied in physical, biological and other natural sciences, as well as in social …

Assessing functional connectivity in the human brain by fMRI

BP Rogers, VL Morgan, AT Newton, JC Gore - Magnetic resonance …, 2007 - Elsevier
Functional magnetic resonance imaging (fMRI) is widely used to detect and delineate
regions of the brain that change their level of activation in response to specific stimuli and …

Comparison of different cortical connectivity estimators for high‐resolution EEG recordings

L Astolfi, F Cincotti, D Mattia, MG Marciani… - Human brain …, 2007 - Wiley Online Library
The aim of this work is to characterize quantitatively the performance of a body of techniques
in the frequency domain for the estimation of cortical connectivity from high‐resolution EEG …

Directionality of coupling from bivariate time series: How to avoid false causalities and missed connections

M Paluš, M Vejmelka - Physical Review E—Statistical, Nonlinear, and Soft …, 2007 - APS
We discuss some problems encountered in inference of directionality of coupling, or, in the
case of two interacting systems, in inference of causality from bivariate time series. We …

Analysis of dynamic brain oscillations: methodological advances

M Le Van Quyen, A Bragin - Trends in neurosciences, 2007 - cell.com
In recent years, new recording technologies have advanced such that, at high temporal and
spatial resolutions, oscillations of neuronal networks can be identified from simultaneous …

[HTML][HTML] Granger causality

A Seth - Scholarpedia, 2007 - var.scholarpedia.org
Granger causality is a statistical concept of causality that is based on prediction. According
to Granger causality, if a signal X 1" Granger-causes"(or" G-causes") a signal X 2, then past …

Ictal source analysis: localization and imaging of causal interactions in humans

L Ding, GA Worrell, TD Lagerlund, B He - Neuroimage, 2007 - Elsevier
We propose a new integrative approach to characterize the structure of seizures in the
space, time, and frequency domains. Such characterization leads to a new technical …

Cortical functional connectivity networks in normal and spinal cord injured patients: evaluation by graph analysis

FDV Fallani, L Astolfi, F Cincotti, D Mattia… - Human brain …, 2007 - Wiley Online Library
The present work aims at analyzing the structure of cortical connectivity during the attempt to
move a paralyzed limb by a group of spinal cord injured (SCI) patients. Connectivity patterns …

Directed cortical information flow during human object recognition: analyzing induced EEG gamma-band responses in brain's source space

GG Supp, A Schlögl, N Trujillo-Barreto, MM Müller… - PloS one, 2007 - journals.plos.org
The increase of induced gamma-band responses (iGBRs; oscillations> 30 Hz) elicited by
familiar (meaningful) objects is well established in electroencephalogram (EEG) research …

Causality and pathway search in microarray time series experiment

ND Mukhopadhyay, S Chatterjee - Bioinformatics, 2007 - academic.oup.com
Motivation: Interaction among time series can be explored in many ways. All the approach
has the usual problem of low power and high dimensional model. Here we attempted to …