Connectivity analysis in EEG data: a tutorial review of the state of the art and emerging trends

G Chiarion, L Sparacino, Y Antonacci, L Faes, L Mesin - Bioengineering, 2023 - mdpi.com
Understanding how different areas of the human brain communicate with each other is a
crucial issue in neuroscience. The concepts of structural, functional and effective …

[HTML][HTML] Surrogate data for hypothesis testing of physical systems

G Lancaster, D Iatsenko, A Pidde, V Ticcinelli… - Physics Reports, 2018 - Elsevier
The availability of time series of the evolution of the properties of physical systems is
increasing, stimulating the development of many novel methods for the extraction of …

Revisiting the global workspace orchestrating the hierarchical organization of the human brain

G Deco, D Vidaurre, ML Kringelbach - Nature human behaviour, 2021 - nature.com
A central challenge in neuroscience is how the brain organizes the information necessary to
orchestrate behaviour. Arguably, this whole-brain orchestration is carried out by a core …

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

L Faes, G Nollo, A Porta - Physical Review E—Statistical, Nonlinear, and Soft …, 2011 - APS
We present an approach, framed in information theory, to assess nonlinear causality
between the subsystems of a whole stochastic or deterministic dynamical system. The …

MuTE: a MATLAB toolbox to compare established and novel estimators of the multivariate transfer entropy

A Montalto, L Faes, D Marinazzo - PloS one, 2014 - journals.plos.org
A challenge for physiologists and neuroscientists is to map information transfer between
components of the systems that they study at different scales, in order to derive important …

Wiener–Granger causality in network physiology with applications to cardiovascular control and neuroscience

A Porta, L Faes - Proceedings of the IEEE, 2015 - ieeexplore.ieee.org
Since the operative definition given by CWJ Granger of an idea expressed by N. Wiener, the
Wiener-Granger causality (WGC) has been one of the most relevant concepts exploited by …

Cardiovascular and cardiorespiratory coupling analyses: a review

S Schulz, FC Adochiei, IR Edu… - … of the Royal …, 2013 - royalsocietypublishing.org
Recently, methods have been developed to analyse couplings in dynamic systems. In the
field of medical analysis of complex cardiovascular and cardiorespiratory systems, there is …

Synchronization phenomena in human epileptic brain networks

K Lehnertz, S Bialonski, MT Horstmann, D Krug… - Journal of neuroscience …, 2009 - Elsevier
Epilepsy is a malfunction of the brain that affects over 50 million people worldwide. Epileptic
seizures are usually characterized by an abnormal synchronized firing of neurons involved …

Nonuniform state-space reconstruction and coupling detection

I Vlachos, D Kugiumtzis - Physical Review E—Statistical, Nonlinear, and Soft …, 2010 - APS
We investigate the state space reconstruction from multiple time series derived from
continuous and discrete systems and propose a method for building embedding vectors …

Synchronization of low-frequency oscillations in the human cardiovascular system

AS Karavaev, MD Prokhorov… - … Journal of Nonlinear …, 2009 - pubs.aip.org
We investigate synchronization between the low-frequency oscillations of heart rate and
blood pressure having in humans a basic frequency close to 0.1 Hz. A method is proposed …