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Open AccessJournal ArticleDOI

Electroencephalographic Resting-State Networks: Source Localization of Microstates.

TLDR
It is demonstrated that the EEG RSNs can be estimated reliably by measuring the reproducibility of the findings, and the seven state-specific R SNs partly resemble and extend previous functional magnetic resonance imaging-based networks estimated as the hemodynamic correlates of four canonical EEG microstates.
Abstract
Using electroencephalography (EEG) to elucidate the spontaneous activation of brain resting-state networks (RSNs) is nontrivial as the signal of interest is of low amplitude and it is difficult to distinguish the underlying neural sources Using the principles of electric field topographical analysis, it is possible to estimate the meta-stable states of the brain (ie, the resting-state topographies, so-called microstates) We estimated seven resting-state topographies explaining the EEG data set with k-means clustering (N = 164, 256 electrodes) Using a method specifically designed to localize the sources of broadband EEG scalp topographies by matching sensor and source space temporal patterns, we demonstrated that we can estimate the EEG RSNs reliably by measuring the reproducibility of our findings After subtracting their mean from the seven EEG RSNs, we identified seven state-specific networks The mean map includes regions known to be densely anatomically and functionally connected (superi

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Journal ArticleDOI

EEG microstates as a tool for studying the temporal dynamics of whole-brain neuronal networks: A review.

TL;DR: An overview of electrical microstates in the brain, which are defined as successive short time periods during which the configuration of the scalp potential field remains semi‐stable, suggests quasi‐simultaneity of activity among the nodes of large‐scale networks.
Journal ArticleDOI

Spontaneous cortical activity transiently organises into frequency specific phase-coupling networks.

TL;DR: It is reported using MEG that various brain networks show dynamic phase coupling through specific frequency bands in the alpha and delta/theta range transiently during the resting state.
Journal ArticleDOI

Capturing the spatiotemporal dynamics of self-generated, task-initiated thoughts with EEG and fMRI.

TL;DR: Findings imply a functional link between BOLD activity changes in regions related to a certain mental activity and the temporal dynamics of mentation, and support growing evidence that specific fMRI networks can be captured with EEG as repeatedly occurring brief periods of integrated coherent neuronal activity, lasting only fractions of seconds.

Cognitive manipulation of brain electric microstates

TL;DR: Cognitive manipulation of microstates is possible, but the relationships between microstates and their corresponding functional systems are complex and there may be more than four primary microstates.
Journal ArticleDOI

EEG microstates are a candidate endophenotype for schizophrenia.

TL;DR: Patients and their siblings show similar microstate abnormalities compared to healthy controls, suggesting that the dynamics of microstate classes C and D are a candidate endophenotype for schizophrenia.
References
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Journal ArticleDOI

The Elements of Statistical Learning

Eric R. Ziegel
- 01 Aug 2003 - 
TL;DR: Chapter 11 includes more case studies in other areas, ranging from manufacturing to marketing research, and a detailed comparison with other diagnostic tools, such as logistic regression and tree-based methods.
Journal ArticleDOI

Functional connectivity in the motor cortex of resting human brain using echo-planar MRI.

TL;DR: It is concluded that correlation of low frequency fluctuations, which may arise from fluctuations in blood oxygenation or flow, is a manifestation of functional connectivity of the brain.
Journal ArticleDOI

Mapping the Structural Core of Human Cerebral Cortex

TL;DR: The spatial and topological centrality of the core within cortex suggests an important role in functional integration and a substantial correspondence between structural connectivity and resting-state functional connectivity measured in the same participants.
Journal ArticleDOI

An examination of procedures for determining the number of clusters in a data set

TL;DR: A Monte Carlo evaluation of 30 procedures for determining the number of clusters was conducted on artificial data sets which contained either 2, 3, 4, or 5 distinct nonoverlapping clusters to provide a variety of clustering solutions.
Book

A cognitive theory of consciousness

TL;DR: In this article, the basic model of conscious representations are internally consistent and globally distributed, and the neural basis of conscious experience is explained, including the fundamental role of context, goal contexts, spontaneous problem solving and the stream of consciousness.
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