Cargando…

Classification Strategies for P300-Based BCI-Spellers Adopting the Row Column Paradigm

Acknowledging the importance of the ability to communicate with other people, the researcher community has developed a series of BCI-spellers, with the goal of regaining communication and interaction capabilities with the environment for people with disabilities. In order to bridge the gap in the di...

Descripción completa

Detalles Bibliográficos
Autores principales: Gannouni, Sofien, Belwafi, Kais, Alangari, Nourah, AboAlsamh, Hatim, Belghith, Abdelfettah
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9738959/
https://www.ncbi.nlm.nih.gov/pubmed/36501860
http://dx.doi.org/10.3390/s22239159
_version_ 1784847680767262720
author Gannouni, Sofien
Belwafi, Kais
Alangari, Nourah
AboAlsamh, Hatim
Belghith, Abdelfettah
author_facet Gannouni, Sofien
Belwafi, Kais
Alangari, Nourah
AboAlsamh, Hatim
Belghith, Abdelfettah
author_sort Gannouni, Sofien
collection PubMed
description Acknowledging the importance of the ability to communicate with other people, the researcher community has developed a series of BCI-spellers, with the goal of regaining communication and interaction capabilities with the environment for people with disabilities. In order to bridge the gap in the digital divide between the disabled and the non-disabled people, we believe that the development of efficient signal processing algorithms and strategies will go a long way towards achieving novel assistive technologies using new human–computer interfaces. In this paper, we present various classification strategies that would be adopted by P300 spellers adopting the row/column paradigm. The presented strategies have obtained high accuracy rates compared with existent similar research works.
format Online
Article
Text
id pubmed-9738959
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-97389592022-12-11 Classification Strategies for P300-Based BCI-Spellers Adopting the Row Column Paradigm Gannouni, Sofien Belwafi, Kais Alangari, Nourah AboAlsamh, Hatim Belghith, Abdelfettah Sensors (Basel) Article Acknowledging the importance of the ability to communicate with other people, the researcher community has developed a series of BCI-spellers, with the goal of regaining communication and interaction capabilities with the environment for people with disabilities. In order to bridge the gap in the digital divide between the disabled and the non-disabled people, we believe that the development of efficient signal processing algorithms and strategies will go a long way towards achieving novel assistive technologies using new human–computer interfaces. In this paper, we present various classification strategies that would be adopted by P300 spellers adopting the row/column paradigm. The presented strategies have obtained high accuracy rates compared with existent similar research works. MDPI 2022-11-25 /pmc/articles/PMC9738959/ /pubmed/36501860 http://dx.doi.org/10.3390/s22239159 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Gannouni, Sofien
Belwafi, Kais
Alangari, Nourah
AboAlsamh, Hatim
Belghith, Abdelfettah
Classification Strategies for P300-Based BCI-Spellers Adopting the Row Column Paradigm
title Classification Strategies for P300-Based BCI-Spellers Adopting the Row Column Paradigm
title_full Classification Strategies for P300-Based BCI-Spellers Adopting the Row Column Paradigm
title_fullStr Classification Strategies for P300-Based BCI-Spellers Adopting the Row Column Paradigm
title_full_unstemmed Classification Strategies for P300-Based BCI-Spellers Adopting the Row Column Paradigm
title_short Classification Strategies for P300-Based BCI-Spellers Adopting the Row Column Paradigm
title_sort classification strategies for p300-based bci-spellers adopting the row column paradigm
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9738959/
https://www.ncbi.nlm.nih.gov/pubmed/36501860
http://dx.doi.org/10.3390/s22239159
work_keys_str_mv AT gannounisofien classificationstrategiesforp300basedbcispellersadoptingtherowcolumnparadigm
AT belwafikais classificationstrategiesforp300basedbcispellersadoptingtherowcolumnparadigm
AT alangarinourah classificationstrategiesforp300basedbcispellersadoptingtherowcolumnparadigm
AT aboalsamhhatim classificationstrategiesforp300basedbcispellersadoptingtherowcolumnparadigm
AT belghithabdelfettah classificationstrategiesforp300basedbcispellersadoptingtherowcolumnparadigm