Skip to Main content Skip to Navigation
Journal articles

Advances in User-Training for Mental-Imagery Based BCI Control: Psychological and Cognitive Factors and their Neural Correlates

Camille Jeunet 1, 2 Bernard N'Kaoua 3, 1 Fabien Lotte 4, 2
2 Potioc - Popular interaction with 3d content
LaBRI - Laboratoire Bordelais de Recherche en Informatique, Inria Bordeaux - Sud-Ouest
3 Phoenix - Programming Language Technology For Communication Services
EA4136 - Handicap et système nerveux :Action, communication, interaction: rétablissement de la fonction et de la participation [Bordeaux], Inria Bordeaux - Sud-Ouest, LaBRI - Laboratoire Bordelais de Recherche en Informatique
Abstract : While being very promising for a wide range of applications, Mental-Imagery based Brain-Computer Interfaces (MI-BCIs) remain barely used outside laboratories, notably due to the difficulties users encounter when attempting to control them. Indeed, 10 to 30% of users are unable to control MI-BCIs (so-called " BCI illiteracy ") while only a small proportion reach acceptable control abilities. This huge inter-user variability has led the community to investigate potential predictors of performance related to users' personality and cognitive profile. Based on a literature review, we propose a classification of these MI-BCI performance predictors into three categories representing high-level cognitive concepts: (1) users' relationship with the technology (including the notions of computer-anxiety and sense of agency), (2) attention and (3) spatial abilities. We detail these concepts and their neural correlates in order to better understand their relationship with MI-BCI user-training. Consequently, we propose, by way of future prospects, some guidelines to improve MI-BCI user-training.
Document type :
Journal articles
Complete list of metadatas

Cited literature [145 references]  Display  Hide  Download
Contributor : Camille Jeunet <>
Submitted on : Tuesday, April 19, 2016 - 12:26:35 PM
Last modification on : Thursday, June 27, 2019 - 4:36:04 PM
Document(s) archivé(s) le : Wednesday, July 20, 2016 - 12:15:18 PM


Files produced by the author(s)


  • HAL Id : hal-01302138, version 2



Camille Jeunet, Bernard N'Kaoua, Fabien Lotte. Advances in User-Training for Mental-Imagery Based BCI Control: Psychological and Cognitive Factors and their Neural Correlates. Progress in brain research, Elsevier, 2016. ⟨hal-01302138v2⟩



Record views


Files downloads