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Towards User-Friendly Spelling with an Auditory Brain-Computer Interface: The CharStreamer Paradigm
Realizing the decoding of brain signals into control commands, brain-computer interfaces (BCI) aim to establish an alternative communication pathway for locked-in patients. In contrast to most visual BCI approaches which use event-related potentials (ERP) of the electroencephalogram, auditory BCI sy...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4041754/ https://www.ncbi.nlm.nih.gov/pubmed/24886978 http://dx.doi.org/10.1371/journal.pone.0098322 |
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author | Höhne, Johannes Tangermann, Michael |
author_facet | Höhne, Johannes Tangermann, Michael |
author_sort | Höhne, Johannes |
collection | PubMed |
description | Realizing the decoding of brain signals into control commands, brain-computer interfaces (BCI) aim to establish an alternative communication pathway for locked-in patients. In contrast to most visual BCI approaches which use event-related potentials (ERP) of the electroencephalogram, auditory BCI systems are challenged with ERP responses, which are less class-discriminant between attended and unattended stimuli. Furthermore, these auditory approaches have more complex interfaces which imposes a substantial workload on their users. Aiming for a maximally user-friendly spelling interface, this study introduces a novel auditory paradigm: “CharStreamer”. The speller can be used with an instruction as simple as “please attend to what you want to spell”. The stimuli of CharStreamer comprise 30 spoken sounds of letters and actions. As each of them is represented by the sound of itself and not by an artificial substitute, it can be selected in a one-step procedure. The mental mapping effort (sound stimuli to actions) is thus minimized. Usability is further accounted for by an alphabetical stimulus presentation: contrary to random presentation orders, the user can foresee the presentation time of the target letter sound. Healthy, normal hearing users (n = 10) of the CharStreamer paradigm displayed ERP responses that systematically differed between target and non-target sounds. Class-discriminant features, however, varied individually from the typical N1-P2 complex and P3 ERP components found in control conditions with random sequences. To fully exploit the sequential presentation structure of CharStreamer, novel data analysis approaches and classification methods were introduced. The results of online spelling tests showed that a competitive spelling speed can be achieved with CharStreamer. With respect to user rating, it clearly outperforms a control setup with random presentation sequences. |
format | Online Article Text |
id | pubmed-4041754 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-40417542014-06-09 Towards User-Friendly Spelling with an Auditory Brain-Computer Interface: The CharStreamer Paradigm Höhne, Johannes Tangermann, Michael PLoS One Research Article Realizing the decoding of brain signals into control commands, brain-computer interfaces (BCI) aim to establish an alternative communication pathway for locked-in patients. In contrast to most visual BCI approaches which use event-related potentials (ERP) of the electroencephalogram, auditory BCI systems are challenged with ERP responses, which are less class-discriminant between attended and unattended stimuli. Furthermore, these auditory approaches have more complex interfaces which imposes a substantial workload on their users. Aiming for a maximally user-friendly spelling interface, this study introduces a novel auditory paradigm: “CharStreamer”. The speller can be used with an instruction as simple as “please attend to what you want to spell”. The stimuli of CharStreamer comprise 30 spoken sounds of letters and actions. As each of them is represented by the sound of itself and not by an artificial substitute, it can be selected in a one-step procedure. The mental mapping effort (sound stimuli to actions) is thus minimized. Usability is further accounted for by an alphabetical stimulus presentation: contrary to random presentation orders, the user can foresee the presentation time of the target letter sound. Healthy, normal hearing users (n = 10) of the CharStreamer paradigm displayed ERP responses that systematically differed between target and non-target sounds. Class-discriminant features, however, varied individually from the typical N1-P2 complex and P3 ERP components found in control conditions with random sequences. To fully exploit the sequential presentation structure of CharStreamer, novel data analysis approaches and classification methods were introduced. The results of online spelling tests showed that a competitive spelling speed can be achieved with CharStreamer. With respect to user rating, it clearly outperforms a control setup with random presentation sequences. Public Library of Science 2014-06-02 /pmc/articles/PMC4041754/ /pubmed/24886978 http://dx.doi.org/10.1371/journal.pone.0098322 Text en © 2014 Höhne, Tangermann http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Höhne, Johannes Tangermann, Michael Towards User-Friendly Spelling with an Auditory Brain-Computer Interface: The CharStreamer Paradigm |
title | Towards User-Friendly Spelling with an Auditory Brain-Computer Interface: The CharStreamer Paradigm |
title_full | Towards User-Friendly Spelling with an Auditory Brain-Computer Interface: The CharStreamer Paradigm |
title_fullStr | Towards User-Friendly Spelling with an Auditory Brain-Computer Interface: The CharStreamer Paradigm |
title_full_unstemmed | Towards User-Friendly Spelling with an Auditory Brain-Computer Interface: The CharStreamer Paradigm |
title_short | Towards User-Friendly Spelling with an Auditory Brain-Computer Interface: The CharStreamer Paradigm |
title_sort | towards user-friendly spelling with an auditory brain-computer interface: the charstreamer paradigm |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4041754/ https://www.ncbi.nlm.nih.gov/pubmed/24886978 http://dx.doi.org/10.1371/journal.pone.0098322 |
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