1 code implementation • 13 May 2019 • Gijsbrecht Van Veen, Alexandre Barachant, Anton Andreev, Grégoire Cattan, Pedro Coelho Rodrigues, Marco Congedo
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.
Human-Computer Interaction Neurons and Cognition
3 code implementations • 16 May 2018 • Vinay Jayaram, Alexandre Barachant
By building on recent advances in software for signal analysis implemented in the MNE toolkit, and the unified framework for machine learning offered by the scikit-learn project, we offer a system that can improve BCI algorithm development.
Benchmarking Human-Computer Interaction
no code implementations • 26 May 2015 • Marco Congedo, Bijan Afsari, Alexandre Barachant, Maher Moakher
In this paper we consider geometric means of co-variance matrices estimated on high-dimensional time-series, assuming that the data is generated according to an instantaneous mixing model, which is very common in signal processing.
4 code implementations • 30 Aug 2014 • Alexandre Barachant, Marco Congedo
This paper presents a new classification methods for Event Related Potentials (ERP) based on an Information geometry framework.
3 code implementations • 30 Oct 2013 • 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.
Human-Computer Interaction Differential Geometry