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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...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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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 |
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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 |
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