Time, frequency, and time-varying Granger-causality measures in neuroscience

Detectability of Granger causality for subsampled continuous-time neurophysiological processes

(2017) Lionel Barnett et al.   JOURNAL OF NEUROSCIENCE METHODS

Causality in physiological signals

(2016) Andreas Müller et al.   PHYSIOLOGICAL MEASUREMENT

Wiener–Granger Causality in Network Physiology With Applications to Cardiovascular Control and Neuroscience

(2016) Alberto Porta et al.   PROCEEDINGS OF THE IEEE

Volume Conduction Influences Scalp-Based Connectivity Estimates

(2016) Clemens Brunner et al.   Frontiers in Computational Neuroscience

Granger Causality Analysis in Neuroscience and Neuroimaging

(2015) A. K. Seth et al.   JOURNAL OF NEUROSCIENCE

Estimating the decomposition of predictive information in multivariate systems

(2015) Luca Faes et al.   PHYSICAL REVIEW E

Directed Transfer Function is not influenced by volume conduction—inexpedient pre-processing should be avoided

(2014) Maciej Kaminski et al.   Frontiers in Computational Neuroscience

Measuring frequency domain granger causality for multiple blocks of interacting time series

(2013) Luca Faes et al.   BIOLOGICAL CYBERNETICS

Autoregressive causal relation: Digital filtering approach to causality measures in frequency domain

(2013) Tomáš Bořil et al.   DIGITAL SIGNAL PROCESSING

On Thermodynamic Interpretation of Transfer Entropy

(2013) Mikhail Prokopenko et al.   Entropy

Unified asymptotic theory for all partial directed coherence forms

(2013) L. A. Baccala et al.   PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES

Direct-coupling information measure from nonuniform embedding

(2013) D. Kugiumtzis   PHYSICAL REVIEW E

On the spectral formulation of Granger causality

(2012) D. Chicharro   BIOLOGICAL CYBERNETICS

TRENTOOL: A Matlab open source toolbox to analyse information flow in time series data with transfer entropy

(2012) Michael Lindner et al.   BMC NEUROSCIENCE

Measuring Connectivity in Linear Multivariate Processes: Definitions, Interpretation, and Practical Analysis

(2012) Luca Faes et al.   Computational and Mathematical Methods in Medicine

Analysing connectivity with Granger causality and dynamic causal modelling

(2012) Karl Friston et al.   CURRENT OPINION IN NEUROBIOLOGY

The Relation between Granger Causality and Directed Information Theory: A Review

(2012) Pierre-Olivier Amblard et al.   Entropy

Granger causality analysis of fMRI BOLD signals is invariant to hemodynamic convolution but not downsampling

(2012) Anil K. Seth et al.   NEUROIMAGE

Escaping the Curse of Dimensionality in Estimating Multivariate Transfer Entropy

(2012) Jakob Runge et al.   PHYSICAL REVIEW LETTERS

Detecting Causality in Complex Ecosystems

(2012) G. Sugihara et al.   SCIENCE

Extraction of functional information from ongoing brain electrical activity

(2011) M. Besserve et al.   IRBM

A review of causal inference for biomedical informatics

(2011) Samantha Kleinberg et al.   JOURNAL OF BIOMEDICAL INFORMATICS

Behaviour of Granger causality under filtering: Theoretical invariance and practical application

(2011) Lionel Barnett et al.   JOURNAL OF NEUROSCIENCE METHODS

Information-based detection of nonlinear Granger causality in multivariate processes via a nonuniform embedding technique

(2011) Luca Faes et al.   PHYSICAL REVIEW E

EEGLAB, SIFT, NFT, BCILAB, and ERICA: New Tools for Advanced EEG Processing

(2011) Arnaud Delorme et al.   Computational Intelligence and Neuroscience

Measuring Autonomy and Emergence via Granger Causality

(2010) Anil K. Seth   ARTIFICIAL LIFE

Testing Frequency-Domain Causality in Multivariate Time Series

(2010) L Faes et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Causal relationships between frequency bands of extracellular signals in visual cortex revealed by an information theoretic analysis

(2010) Michel Besserve et al.   JOURNAL OF COMPUTATIONAL NEUROSCIENCE

Multivariate information-theoretic measures reveal directed information structure and task relevant changes in fMRI connectivity

(2010) Joseph T. Lizier et al.   JOURNAL OF COMPUTATIONAL NEUROSCIENCE

Transfer entropy—a model-free measure of effective connectivity for the neurosciences

(2010) Raul Vicente et al.   JOURNAL OF COMPUTATIONAL NEUROSCIENCE

eConnectome: A MATLAB toolbox for mapping and imaging of brain functional connectivity

(2010) Bin He et al.   JOURNAL OF NEUROSCIENCE METHODS

Time-Varying Cortical Connectivity Estimation from Noninvasive, High-Resolution EEG Recordings

(2010) Laura Astolfi et al.   JOURNAL OF PSYCHOPHYSIOLOGY

Dynamic Granger causality based on Kalman filter for evaluation of functional network connectivity in fMRI data

(2010) Martin Havlicek et al.   NEUROIMAGE

A new Kalman filter approach for the estimation of high-dimensional time-variant multivariate AR models and its application in analysis of laser-evoked brain potentials

(2010) Thomas Milde et al.   NEUROIMAGE

Wiener–Granger Causality: A well established methodology

(2010) Steven L. Bressler et al.   NEUROIMAGE

Dynamics of directed interactions between brain regions during interburst–burst EEG patterns in quiet sleep of full-term neonates

(2010) T. Milde et al.   NEUROSCIENCE LETTERS

Transfer entropy in magnetoencephalographic data: Quantifying information flow in cortical and cerebellar networks

(2010) Michael Wibral et al.   PROGRESS IN BIOPHYSICS & MOLECULAR BIOLOGY

Adaptive time–frequency analysis based on autoregressive modeling

(2010) Antonio H. Costa et al.   SIGNAL PROCESSING

Dynamic Granger-Geweke causality modeling with application to interictal spike propagation

(2009) Fa-Hsuan Lin et al.   HUMAN BRAIN MAPPING

A MATLAB toolbox for Granger causal connectivity analysis

(2009) Anil K. Seth   JOURNAL OF NEUROSCIENCE METHODS

The effect of filtering on Granger causality based multivariate causality measures

(2009) Esther Florin et al.   NEUROIMAGE

Granger Causality and Transfer Entropy Are Equivalent for Gaussian Variables

(2009) Lionel Barnett et al.   PHYSICAL REVIEW LETTERS

Evaluation of the Performance of Information Theory-Based Methods and Cross-Correlation to Estimate the Functional Connectivity in Cortical Networks

(2009) Matteo Garofalo et al.   PLoS One

Dynamics on networks: assessing functional connectivity with Granger causality

(2008) Yonghong Chen et al.   Computational and Mathematical Organization Theory

BioSig: A Free and Open Source Software Library for BCI Research

(2008) A. Schlogl et al.   COMPUTER

Tracking the Time-Varying Cortical Connectivity Patterns by Adaptive Multivariate Estimators

(2008) L. Astolfi et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Estimation of Time-Varying Connectivity Patterns Through the Use of an Adaptive Directed Transfer Function

(2008) C. Wilke et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Partial Granger causality—Eliminating exogenous inputs and latent variables

(2008) Shuixia Guo et al.   JOURNAL OF NEUROSCIENCE METHODS

BSMART: A Matlab/C toolbox for analysis of multichannel neural time series

(2008) Jie Cui et al.   NEURAL NETWORKS

Analyzing information flow in brain networks with nonparametric Granger causality

(2008) Mukeshwar Dhamala et al.   NEUROIMAGE

Local information transfer as a spatiotemporal filter for complex systems

(2008) Joseph T. Lizier et al.   PHYSICAL REVIEW E

Robustly Estimating the Flow Direction of Information in Complex Physical Systems

(2008) Guido Nolte et al.   PHYSICAL REVIEW LETTERS

Autonomy: An information theoretic perspective

(2007) Nils Bertschinger et al.   BIOSYSTEMS