Magnetoencephalography for brain electrophysiology and imaging

S Baillet - Nature neuroscience, 2017 - nature.com
We review the aspects that uniquely characterize magnetoencephalography (MEG) among
the techniques available to explore and resolve brain function and dysfunction. While …

Decoding covert speech from EEG-a comprehensive review

JT Panachakel, AG Ramakrishnan - Frontiers in Neuroscience, 2021 - frontiersin.org
Over the past decade, many researchers have come up with different implementations of
systems for decoding covert or imagined speech from EEG (electroencephalogram). They …

Automatic sleep stage scoring with single-channel EEG using convolutional neural networks

O Tsinalis, PM Matthews, Y Guo, S Zafeiriou - arXiv preprint arXiv …, 2016 - arxiv.org
We used convolutional neural networks (CNNs) for automatic sleep stage scoring based on
single-channel electroencephalography (EEG) to learn task-specific filters for classification …

High-frequency brain activity and muscle artifacts in MEG/EEG: a review and recommendations

SD Muthukumaraswamy - Frontiers in human neuroscience, 2013 - frontiersin.org
In recent years high-frequency brain activity in the gamma-frequency band (30–80 Hz) and
above has become the focus of a growing body of work in MEG/EEG research …

Interpreting EEG alpha activity

OM Bazanova, D Vernon - Neuroscience & Biobehavioral Reviews, 2014 - Elsevier
Exploring EEG alpha oscillations has generated considerable interest, in particular with
regards to the role they play in cognitive, psychomotor, psycho-emotional and physiological …

Automatic sleep stage scoring using time-frequency analysis and stacked sparse autoencoders

O Tsinalis, PM Matthews, Y Guo - Annals of biomedical engineering, 2016 - Springer
We developed a machine learning methodology for automatic sleep stage scoring. Our time-
frequency analysis-based feature extraction is fine-tuned to capture sleep stage-specific …

Broadband cortical desynchronization underlies the human psychedelic state

SD Muthukumaraswamy, RL Carhart-Harris… - Journal of …, 2013 - Soc Neuroscience
Psychedelic drugs produce profound changes in consciousness, but the underlying
neurobiological mechanisms for this remain unclear. Spontaneous and induced oscillatory …

Interbrain synchrony: on wavy ground

CB Holroyd - Trends in Neurosciences, 2022 - cell.com
In recent years the study of dynamic, between-brain coupling mechanisms has taken social
neuroscience by storm. In particular, interbrain synchrony (IBS) is a putative neural …

Brain-computer interfaces for communication and control

DJ McFarland, JR Wolpaw - Communications of the ACM, 2011 - dl.acm.org
Brain-computer interfaces for communication and control Page 1 60 CommunICatIons of the
aCm | MAy 2011 | vOl. 54 | nO. 5 contributed articles It has been known since the pioneering …

Lucid dreaming: a state of consciousness with features of both waking and non-lucid dreaming

U Voss, R Holzmann, I Tuin, AJ Hobson - Sleep, 2009 - academic.oup.com
Abstract Study Objectives: The goal of the study was to seek physiological correlates of lucid
dreaming. Lucid dreaming is a dissociated state with aspects of waking and dreaming …