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...
| Main Authors: | , , , , |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
MDPI AG
2022-11-01
|
| Series: | Sensors |
| Subjects: | |
| Online Access: | https://www.mdpi.com/1424-8220/22/23/9159 |
| _version_ | 1797462191117434880 |
|---|---|
| author | Sofien Gannouni Kais Belwafi Nourah Alangari Hatim AboAlsamh Abdelfettah Belghith |
| author_facet | Sofien Gannouni Kais Belwafi Nourah Alangari Hatim AboAlsamh Abdelfettah Belghith |
| author_sort | Sofien Gannouni |
| collection | DOAJ |
| 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. |
| first_indexed | 2024-03-09T17:32:59Z |
| format | Article |
| id | doaj.art-8c76eb636bf84b7d891360efa7a16e79 |
| institution | Directory Open Access Journal |
| issn | 1424-8220 |
| language | English |
| last_indexed | 2024-03-09T17:32:59Z |
| publishDate | 2022-11-01 |
| publisher | MDPI AG |
| record_format | Article |
| series | Sensors |
| spelling | doaj.art-8c76eb636bf84b7d891360efa7a16e792023-11-24T12:09:29ZengMDPI AGSensors1424-82202022-11-012223915910.3390/s22239159Classification Strategies for P300-Based BCI-Spellers Adopting the Row Column ParadigmSofien Gannouni0Kais Belwafi1Nourah Alangari2Hatim AboAlsamh3Abdelfettah Belghith4Department of Computer Science, College of Computer and Information Sciences, King Saud University, Riyadh 11543, Saudi ArabiaDepartment of Computer Science, College of Computer and Information Sciences, King Saud University, Riyadh 11543, Saudi ArabiaDepartment of Computer Science, College of Computer and Information Sciences, King Saud University, Riyadh 11543, Saudi ArabiaDepartment of Computer Science, College of Computer and Information Sciences, King Saud University, Riyadh 11543, Saudi ArabiaDepartment of Computer Science, College of Computer and Information Sciences, King Saud University, Riyadh 11543, Saudi ArabiaAcknowledging 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.https://www.mdpi.com/1424-8220/22/23/9159brain–computer interfaceP300 spellersP300 row/column paradigmn-class classificationensemble classifiers |
| spellingShingle | Sofien Gannouni Kais Belwafi Nourah Alangari Hatim AboAlsamh Abdelfettah Belghith Classification Strategies for P300-Based BCI-Spellers Adopting the Row Column Paradigm Sensors brain–computer interface P300 spellers P300 row/column paradigm n-class classification ensemble classifiers |
| 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 | brain–computer interface P300 spellers P300 row/column paradigm n-class classification ensemble classifiers |
| url | https://www.mdpi.com/1424-8220/22/23/9159 |
| work_keys_str_mv | AT sofiengannouni classificationstrategiesforp300basedbcispellersadoptingtherowcolumnparadigm AT kaisbelwafi classificationstrategiesforp300basedbcispellersadoptingtherowcolumnparadigm AT nourahalangari classificationstrategiesforp300basedbcispellersadoptingtherowcolumnparadigm AT hatimaboalsamh classificationstrategiesforp300basedbcispellersadoptingtherowcolumnparadigm AT abdelfettahbelghith classificationstrategiesforp300basedbcispellersadoptingtherowcolumnparadigm |