Complex Networks: New Trends for the Analysis of Brain Connectivity

Today, the human brain can be studied as a whole. Electroencephalography, magnetoencephalography, or functional magnetic resonance imaging techniques provide functional connectivity patterns between different brain areas, and during different pathological and cognitive neuro-dynamical states. In this Tutorial we review novel complex networks approaches to unveil how brain networks can efficiently manage local processing and global integration for the transfer of information, while being at the same time capable of adapting to satisfy changing neural demands.

• Publication year

  2010

• Venue

  International Journal of Bifurcation and Chaos in Applied Sciences and Engineering

• Publication date

  2010-02-03

• Fields of study

  Biology, Physics, Computer Science

• Identifiers
  DOI 10.1142/S0218127410026757arXiv 1002.0697
• External record

  Open on Semantic Scholar

• Source metadata

  Semantic Scholar

• No claims are published for this paper.

• No concepts are published for this paper.

• RACK1, A multifaceted scaffolding protein: Structure and function

  2011cited by this paper
• Complex modular structure of large-scale brain networks.

  2009cited by this paper
• Complex brain networks: graph theoretical analysis of structural and functional systems

  2009cited by this paper
• Persistent patterns of interconnection in time-varying cortical networks estimated from high-resolution EEG recordings in humans during a simple motor act

  2008cited by this paper
• Spontaneous emergence of modularity in cellular networks

  2008cited by this paper
• Dynamic small-world behavior in functional brain networks unveiled by an event-related networks approach.

  2008cited by this paper
• Efficiency and Cost of Economical Brain Functional Networks

  2007cited by this paper
• Network structure of cerebral cortex shapes functional connectivity on multiple time scales

  2007cited by this paper
• Detecting synchronization clusters in multivariate time series via coarse-graining of Markov chains.

  2007cited by this paper
• Spectral coarse graining of complex networks.

  2007cited by this paper
• The application of graph theoretical analysis to complex networks in the brain.

  2007cited by this paper
• A Resilient, Low-Frequency, Small-World Human Brain Functional Network with Highly Connected Association Cortical Hubs

  2006cited by this paper
• Adaptive reconfiguration of fractal small-world human brain functional networks

  2006cited by this paper
• Small-world networks and functional connectivity in Alzheimer's disease.

  2006cited by this paper
• Finding community structure in networks using the eigenvectors of matrices.

  2006cited by this paper
• Comparing community structure identification

  2005cited by this paper
• Network biology: understanding the cell's functional organization

  2004cited by this paper
• Organization, development and function of complex brain networks.

  2004cited by this paper
• Complex networks

  2004cited by this paper
• Interneuron Diversity series: Circuit complexity and axon wiring economy of cortical interneurons.

  2004cited by this paper
• The architecture of complex weighted networks.

  2003cited by this paper
• Independent component analysis of functional MRI: what is signal and what is noise?

  2003cited by this paper
• Scale-free brain functional networks.

  2003cited by this paper
• Finding and evaluating community structure in networks.

  2003cited by this paper
• The Structure and Function of Complex Networks

  2003cited by this paper
• Economic small-world behavior in weighted networks

  2002cited by this paper
• Hierarchical Organization of Modularity in Metabolic Networks

  2002influential reference
• Dynamic predictions: Oscillations and synchrony in top–down processing

  2001cited by this paper
• Efficient behavior of small-world networks.

  2001cited by this paper
• The brainweb: Phase synchronization and large-scale integration

  2001cited by this paper
• Theoretical neuroanatomy: relating anatomical and functional connectivity in graphs and cortical connection matrices.

  2000cited by this paper
• Measuring phase synchrony in brain signals

  1999cited by this paper
• Blind source separation of multiple signal sources of fMRI data sets using independent component analysis.

  1999cited by this paper
• Collective dynamics of ‘small-world’ networks

  1998cited by this paper
• Complexity and coherency : integrating information in the brain

  1998cited by this paper
• Controlling the false discovery rate: a practical and powerful approach to multiple testing

  1995cited by this paper
• Statistical Analysis of Circular Data

  1993cited by this paper
• Magnetoencephalography-theory, instrumentation, and applications to noninvasive studies of the working human brain

  1993cited by this paper
• The Architecture of Complexity

  1991cited by this paper
• Proliferative Vitreoretinopathy (PVR)

  1990cited by this paper
• Human brain electrophysiology: Evoked potentials and evoked magnetic fields in science and medicine

  1989cited by this paper
• [THE STRUCTURE AND FUNCTION].

  1964cited by this paper
• Hierarchical Grouping to Optimize an Objective Function

  1963cited by this paper
• Journal of Graph Algorithms and Applications Computing Communities in Large Networks Using Random Walks

  year unknowncited by this paper

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  2023cites this paper
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  2021cites this paper
• Altered Connectedness of the Brain Chronnectome During the Progression to Alzheimer’s Disease

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• Observer-based output feedback synchronisation control of delayed complex dynamical networks with two-channel dynamic event-triggered schemes and quantisations

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  2020cites this paper
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  2019cites this paper
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  2019cites this paper
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  2019cites this paper
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  2018cites this paper
• Mining EEG with SVM for Understanding Cognitive Underpinnings of Math Problem Solving Strategies

  2018cites this paper
• Improving network inference: The impact of false positive and false negative conclusions about the presence or absence of links.

  2018cites this paper
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  2018cites this paper
• Personal Identification Based on Brain Networks of EEG Signals

  2018cites this paper
• An optimal strategy for epilepsy surgery: Disruption of the rich-club?

  2017cites this paper
• Linear and nonlinear approaches to unravel dynamics and connectivity in neuronal cultures

  2017cites this paper
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  2017cites this paper
• Study on network and computational model of brain memory function

  2016cites this paper
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  2016cites this paper
• Phase-lag synchronization analysis in complex systems with directed inter-relations

  2016cites this paper
• Complex brain network properties in late L2 learners and native speakers.

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  2014cites this paper
• Application of directed transfer function and network formalism for the assessment of functional connectivity in working memory task

  2013cites this paper
• Subspace analysis for characterizing dynamic functional brain networks

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• Two-dimensional SVD for event detection in dynamic functional brain networks

  2013cites this paper
• Modeling on brain functional memory complex networks from module view

  2013cites this paper
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  2012cites this paper
• Emergence of a Small-World Functional Network in Cultured Neurons

  2012cites this paper
• The discovery of population differences in network community structure: New methods and applications to brain functional networks in schizophrenia

  2012cites this paper
• Anatomical Connectivity Influences both Intra- and Inter-Brain Synchronizations

  2012cites this paper
• Analyzing Functional Brain Connectivity by Means of Commute Times: A New Approach and its Application to Track Event-Related Dynamics

  2012influential citation
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  2012cites this paper
• Length of clustering algorithms based on random walks with an application to neuroscience

  2012cites this paper
• Complex networks analysis of obstructive nephropathy data.

  2011cites this paper
• Spatial Correlations in Attribute Communities

  2011cites this paper
• Tracking brain dynamics via time-dependent network analysis.

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  2010cites this paper
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  year unknowncites this paper