209 citations · 434 across the 6 of their papers we have counts for
6 papers
Building Brain Invaders: EEG data of an experimental validation
Gijsbrecht Van Veen, Alexandre Barachant, Anton Andreev +3
We describe the experimental procedures for a dataset that we have made publicly available at https://doi.org/10.5281/zenodo.2649006 in mat and csv formats. This dataset contains e…
Brain Invaders Adaptive versus Non-Adaptive P300 Brain-Computer Interface dataset
Erwan Vaineau, Alexandre Barachant, Anton Andreev +3
We describe the experimental procedures for a dataset that we have made publicly available at https://doi.org/10.5281/zenodo.1494163 in mat and csv formats. This dataset contains e…
MOABB: Trustworthy algorithm benchmarking for BCIs
Vinay Jayaram, Alexandre Barachant
BCI algorithm development has long been hampered by two major issues: small sample sets and a lack of reproducibility. We offer a solution to both of these problems via a software…
Approximate Joint Diagonalization and Geometric Mean of Symmetric Positive Definite Matrices
Marco Congedo, Bijan Afsari, Alexandre Barachant +1
We explore the connection between two problems that have arisen independently in the signal processing and related fields: the estimation of the geometric mean of a set of symmetri…
A Plug&Play P300 BCI Using Information Geometry
Alexandre Barachant, Marco Congedo
This paper presents a new classification methods for Event Related Potentials (ERP) based on an Information geometry framework. Through a new estimation of covariance matrices, thi…
A New Generation of Brain-Computer Interface Based on Riemannian Geometry
Marco Congedo, Alexandre Barachant, Anton Andreev
Based on the cumulated experience over the past 25 years in the field of Brain-Computer Interface (BCI) we can now envision a new generation of BCI. Such BCIs will not require trai…