A plug&play P300 BCI using information geometry

A Barachant, M Congedo - arXiv preprint arXiv:1409.0107, 2014 - arxiv.org
… , based on information geometry, that we are using in this work… The method is illustrated on
the P300 ERP. Results on three … , several attempt to design ”plug&playBCI have been made. …

Spectral transfer learning using information geometry for a user-independent brain-computer interface

NR Waytowich, VJ Lawhern, AW Bohannon… - Frontiers in …, 2016 - frontiersin.org
… appears, the resultant P300 response provides a … information in decision space, {−1, 1}.
For all pooled methods, we combine information at the feature level using information geometric

Active inference as a unifying, generic and adaptive framework for a P300-based BCI

J Mladenovic, J Frey, M Joffily, E Maby… - Journal of Neural …, 2020 - iopscience.iop.org
… We use Riemannian geometry, the state of the art data classification approach developed
by [32]. It uses covariance matrices which are symmetric positive definite (SPD) matrices and …

Passive BCI oddball paradigm for dementia digital neuro-biomarker elucidation from attended and inhibited ERPs utilizing information geometry classification …

TM Rutkowski, MS Abe, S Tokunaga… - … on Systems, Man …, 2022 - ieeexplore.ieee.org
… We propose applying an information geometry approach employing Riemannian geometry
tools for … Congedo, “A plug & play P300 BCI using information geometry,” arXiv preprint arXiv:…

Single-trial classification of multi-user P300-based brain-computer interface using riemannian geometry

L Korczowski, M Congedo… - 2015 37th annual …, 2015 - ieeexplore.ieee.org
… We designed a collaborative two-user BCI video game based on the video game Brain …
and exploits the detection of a visual P300 evoked potential mush like a P300 speller [1]. Each …

Brain-computer interface using P300: a gaming approach for neurocognitive impairment diagnosis

D De Venuto, VF Annese, G Mezzina… - … High Level Design …, 2016 - ieeexplore.ieee.org
This paper proposes a novel mobile healthcare system for remotely monitoring neuro-cognitive
functions of impaired subjects and proposing possible treatments. Currently, only …

Brain Invaders calibration-less P300-based BCI with modulation of flash duration Dataset (bi2015a)

L Korczowski, M Cederhout, A Andreev, G Cattan… - 2019 - hal.science
… subjects playing to a visual P300 Brain-Computer Interface (BCI) videogame named Brain …
randomly to elicit the P300 response. EEG data were recorded using 32 active wet electrodes …

Brain invaders adaptive versus non-adaptive P300 brain-computer interface dataset

E Vaineau, A Barachant, A Andreev… - arXiv preprint arXiv …, 2019 - arxiv.org
… to compare the use of a P300-based brain-computer interface on a PC with and without
adaptive calibration using Riemannian geometry. The brain-computer interface is based on …

AI Neurotechnology for Aging Societies--Task-load and Dementia EEG Digital Biomarker Development Using Information Geometry Machine Learning Methods

TM Rutkowski, Q Zhao, MS Abe, M Otake - arXiv preprint arXiv …, 2018 - arxiv.org
… between the two P300–responses of low– and … used for EEG–based digital biomarker
development in this study were collected from nine subjects in auditory, and thirteen in tactile, BCI

Brain Invaders calibration-less P300-based BCI using dry EEG electrodes Dataset (bi2014a)

L Korczowski, E Ostaschenko, A Andreev, G Cattan… - 2019 - hal.science
… This experiment is part of a collective effort to develop plug and play open-source BCI
software at GIPSA-lab (1). An example of application of this dataset can be seen in (7). …