Optimizing spatial filters for robust EEG single-trial analysis

B Blankertz, R Tomioka, S Lemm… - IEEE Signal …, 2007 - ieeexplore.ieee.org
Due to the volume conduction multichannel electroencephalogram (EEG) recordings give a
rather blurred image of brain activity. Therefore spatial filters are extremely useful in single …

Single-trial analysis and classification of ERP components—a tutorial

B Blankertz, S Lemm, M Treder, S Haufe, KR Müller - NeuroImage, 2011 - Elsevier
Analyzing brain states that correspond to event related potentials (ERPs) on a single trial
basis is a hard problem due to the high trial-to-trial variability and the unfavorable ratio …

Brain–computer interface spellers: A review

A Rezeika, M Benda, P Stawicki, F Gembler, A Saboor… - Brain sciences, 2018 - mdpi.com
A Brain–Computer Interface (BCI) provides a novel non-muscular communication method
via brain signals. A BCI-speller can be considered as one of the first published BCI …

Machine learning for real-time single-trial EEG-analysis: from brain–computer interfacing to mental state monitoring

KR Müller, M Tangermann, G Dornhege… - Journal of neuroscience …, 2008 - Elsevier
Machine learning methods are an excellent choice for compensating the high variability in
EEG when analyzing single-trial data in real-time. This paper briefly reviews preprocessing …

The Berlin brain–computer interface: non-medical uses of BCI technology

B Blankertz, M Tangermann, C Vidaurre… - Frontiers in …, 2010 - frontiersin.org
Brain–computer interfacing (BCI) is a steadily growing area of research. While initially BCI
research was focused on applications for paralyzed patients, increasingly more alternative …

Non-invasive EEG-based BCI spellers from the beginning to today: a mini-review

O Maslova, Y Komarova, N Shusharina… - Frontiers in Human …, 2023 - frontiersin.org
The defeat of the central motor neuron leads to the motor disorders. Patients lose the ability
to control voluntary muscles, for example, of the upper limbs, which introduces a …

(C) overt attention and visual speller design in an ERP-based brain-computer interface

MS Treder, B Blankertz - Behavioral and brain functions, 2010 - Springer
Background In a visual oddball paradigm, attention to an event usually modulates the event-
related potential (ERP). An ERP-based brain-computer interface (BCI) exploits this neural …

The Berlin Brain-Computer Interface: Accurate performance from first-session in BCI-naive subjects

B Blankertz, F Losch, M Krauledat… - IEEE transactions on …, 2008 - ieeexplore.ieee.org
The Berlin brain-computer interface (BBCI) project develops a noninvasive BCI system
whose key features are: 1) the use of well-established motor competences as control …

Two brains, one game: design and evaluation of a multiuser BCI video game based on motor imagery

L Bonnet, F Lotte, A Lécuyer - IEEE Transactions on …, 2013 - ieeexplore.ieee.org
How can we connect two brains to a video game by means of a brain-computer interface
(BCI), and what will happen when we do so? How will the two users behave, and how will …

ST-CapsNet: linking spatial and temporal attention with capsule network for P300 detection improvement

Z Wang, C Chen, J Li, F Wan, Y Sun… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
A brain-computer interface (BCI), which provides an advanced direct human-machine
interaction, has gained substantial research interest in the last decade for its great potential …