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 …

Brain functional and effective connectivity based on electroencephalography recordings: A review

J Cao, Y Zhao, X Shan, H Wei, Y Guo… - Human brain …, 2022 - Wiley Online Library
Functional connectivity and effective connectivity of the human brain, representing statistical
dependence and directed information flow between cortical regions, significantly contribute …

Review of advanced techniques for the estimation of brain connectivity measured with EEG/MEG

V Sakkalis - Computers in biology and medicine, 2011 - Elsevier
Brain connectivity can be modeled and quantified with a large number of techniques. The
main objective of this paper is to present the most modern and widely established …

Advances in EEG-based functional connectivity approaches to the study of the central nervous system in health and disease

F Di Gregorio, S Battaglia - Advances in Clinical and Experimental …, 2023 - cris.unibo.it
Functional brain connectivity is closely linked to the complex interactions between brain
networks. In the last two decades, measures of functional connectivity based on …

EEGNET: An open source tool for analyzing and visualizing M/EEG connectome

M Hassan, M Shamas, M Khalil, W El Falou… - PloS one, 2015 - journals.plos.org
The brain is a large-scale complex network often referred to as the “connectome”. Exploring
the dynamic behavior of the connectome is a challenging issue as both excellent time and …

A graph theory-based modeling of functional brain connectivity based on EEG: a systematic review in the context of neuroergonomics

LE Ismail, W Karwowski - Ieee Access, 2020 - ieeexplore.ieee.org
Graph theory analysis, a mathematical approach, has been applied in brain connectivity
studies to explore the organization of network patterns. The computation of graph theory …

A comparison between scalp-and source-reconstructed EEG networks

M Lai, M Demuru, A Hillebrand, M Fraschini - Scientific reports, 2018 - nature.com
EEG can be used to characterise functional networks using a variety of connectivity (FC)
metrics. Unlike EEG source reconstruction, scalp analysis does not allow to make inferences …

HERMES: towards an integrated toolbox to characterize functional and effective brain connectivity

G Niso, R Bruña, E Pereda, R Gutiérrez, R Bajo… - Neuroinformatics, 2013 - Springer
The analysis of the interdependence between time series has become an important field of
research in the last years, mainly as a result of advances in the characterization of …

[HTML][HTML] Source space connectomics of neurodegeneration: one-metric approach does not fit all

P Prado, S Moguilner, JA Mejía… - Neurobiology of …, 2023 - Elsevier
Brain functional connectivity in dementia has been assessed with dissimilar EEG
connectivity metrics and estimation procedures, thereby increasing results' heterogeneity. In …

Methods for analysis of brain connectivity: An IFCN-sponsored review

PM Rossini, R Di Iorio, M Bentivoglio, G Bertini… - Clinical …, 2019 - Elsevier
The goal of this paper is to examine existing methods to study the “Human Brain
Connectome” with a specific focus on the neurophysiological ones. In recent years, a new …