Closed-loop brain training: the science of neurofeedback

R Sitaram, T Ros, L Stoeckel, S Haller… - Nature Reviews …, 2017 - nature.com
Neurofeedback is a psychophysiological procedure in which online feedback of neural
activation is provided to the participant for the purpose of self-regulation. Learning control …

Neuromodulation of brain state and behavior

DA McCormick, DB Nestvogel… - Annual review of …, 2020 - annualreviews.org
Neural activity and behavior are both notoriously variable, with responses differing widely
between repeated presentation of identical stimuli or trials. Recent results in humans and …

Deep learning with convolutional neural networks for EEG decoding and visualization

RT Schirrmeister, JT Springenberg… - Human brain …, 2017 - Wiley Online Library
Deep learning with convolutional neural networks (deep ConvNets) has revolutionized
computer vision through end‐to‐end learning, that is, learning from the raw data. There is …

Scale-free brain activity: past, present, and future

BJ He - Trends in cognitive sciences, 2014 - cell.com
Brain activity observed at many spatiotemporal scales exhibits a 1/f-like power spectrum,
including neuronal membrane potentials, neural field potentials, noninvasive …

The restless brain: how intrinsic activity organizes brain function

ME Raichle - … Transactions of the Royal Society B …, 2015 - royalsocietypublishing.org
Traditionally studies of brain function have focused on task-evoked responses. By their very
nature such experiments tacitly encourage a reflexive view of brain function. While such an …

Entrainment of arteriole vasomotor fluctuations by neural activity is a basis of blood-oxygenation-level-dependent “resting-state” connectivity

C Mateo, PM Knutsen, PS Tsai, AY Shih, D Kleinfeld - Neuron, 2017 - cell.com
Resting-state signals in blood-oxygenation-level-dependent (BOLD) imaging are used to
parcellate brain regions and define" functional connections" between regions. Yet a …

The functional role of cross-frequency coupling

RT Canolty, RT Knight - Trends in cognitive sciences, 2010 - cell.com
Recent studies suggest that cross-frequency coupling (CFC) might play a functional role in
neuronal computation, communication and learning. In particular, the strength of phase …

Large-scale brain networks in cognition: emerging methods and principles

SL Bressler, V Menon - Trends in cognitive sciences, 2010 - cell.com
An understanding of how the human brain produces cognition ultimately depends on
knowledge of large-scale brain organization. Although it has long been assumed that …

Emerging concepts for the dynamical organization of resting-state activity in the brain

G Deco, VK Jirsa, AR McIntosh - Nature reviews neuroscience, 2011 - nature.com
A broad body of experimental work has demonstrated that apparently spontaneous brain
activity is not random. At the level of large-scale neural systems, as measured with functional …

Detrended fluctuation analysis: a scale-free view on neuronal oscillations

R Hardstone, SS Poil, G Schiavone, R Jansen… - Frontiers in …, 2012 - frontiersin.org
Recent years of research have shown that the complex temporal structure of ongoing
oscillations is scale-free and characterized by long-range temporal correlations. Detrended …