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The effects of semantic congruency: a research of audiovisual P300-speller

BACKGROUND: Over the past few decades, there have been many studies of aspects of brain–computer interface (BCI). Of particular interests are event-related potential (ERP)-based BCI spellers that aim at helping mental typewriting. Nowadays, audiovisual unimodal stimuli based BCI systems have attract...

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Autores principales: Cao, Yong, An, Xingwei, Ke, Yufeng, Jiang, Jin, Yang, Hanjun, Chen, Yuqian, Jiao, Xuejun, Qi, Hongzhi, Ming, Dong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5526248/
https://www.ncbi.nlm.nih.gov/pubmed/28743262
http://dx.doi.org/10.1186/s12938-017-0381-4
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author Cao, Yong
An, Xingwei
Ke, Yufeng
Jiang, Jin
Yang, Hanjun
Chen, Yuqian
Jiao, Xuejun
Qi, Hongzhi
Ming, Dong
author_facet Cao, Yong
An, Xingwei
Ke, Yufeng
Jiang, Jin
Yang, Hanjun
Chen, Yuqian
Jiao, Xuejun
Qi, Hongzhi
Ming, Dong
author_sort Cao, Yong
collection PubMed
description BACKGROUND: Over the past few decades, there have been many studies of aspects of brain–computer interface (BCI). Of particular interests are event-related potential (ERP)-based BCI spellers that aim at helping mental typewriting. Nowadays, audiovisual unimodal stimuli based BCI systems have attracted much attention from researchers, and most of the existing studies of audiovisual BCIs were based on semantic incongruent stimuli paradigm. However, no related studies had reported that whether there is difference of system performance or participant comfort between BCI based on semantic congruent paradigm and that based on semantic incongruent paradigm. METHODS: The goal of this study was to investigate the effects of semantic congruency in system performance and participant comfort in audiovisual BCI. Two audiovisual paradigms (semantic congruent and incongruent) were adopted, and 11 healthy subjects participated in the experiment. High-density electrical mapping of ERPs and behavioral data were measured for the two stimuli paradigms. RESULTS: The behavioral data indicated no significant difference between congruent and incongruent paradigms for offline classification accuracy. Nevertheless, eight of the 11 participants reported their priority to semantic congruent experiment, two reported no difference between the two conditions, and only one preferred the semantic incongruent paradigm. Besides, the result indicted that higher amplitude of ERP was found in incongruent stimuli based paradigm. CONCLUSIONS: In a word, semantic congruent paradigm had a better participant comfort, and maintained the same recognition rate as incongruent paradigm. Furthermore, our study suggested that the paradigm design of spellers must take both system performance and user experience into consideration rather than merely pursuing a larger ERP response.
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spelling pubmed-55262482017-08-02 The effects of semantic congruency: a research of audiovisual P300-speller Cao, Yong An, Xingwei Ke, Yufeng Jiang, Jin Yang, Hanjun Chen, Yuqian Jiao, Xuejun Qi, Hongzhi Ming, Dong Biomed Eng Online Research BACKGROUND: Over the past few decades, there have been many studies of aspects of brain–computer interface (BCI). Of particular interests are event-related potential (ERP)-based BCI spellers that aim at helping mental typewriting. Nowadays, audiovisual unimodal stimuli based BCI systems have attracted much attention from researchers, and most of the existing studies of audiovisual BCIs were based on semantic incongruent stimuli paradigm. However, no related studies had reported that whether there is difference of system performance or participant comfort between BCI based on semantic congruent paradigm and that based on semantic incongruent paradigm. METHODS: The goal of this study was to investigate the effects of semantic congruency in system performance and participant comfort in audiovisual BCI. Two audiovisual paradigms (semantic congruent and incongruent) were adopted, and 11 healthy subjects participated in the experiment. High-density electrical mapping of ERPs and behavioral data were measured for the two stimuli paradigms. RESULTS: The behavioral data indicated no significant difference between congruent and incongruent paradigms for offline classification accuracy. Nevertheless, eight of the 11 participants reported their priority to semantic congruent experiment, two reported no difference between the two conditions, and only one preferred the semantic incongruent paradigm. Besides, the result indicted that higher amplitude of ERP was found in incongruent stimuli based paradigm. CONCLUSIONS: In a word, semantic congruent paradigm had a better participant comfort, and maintained the same recognition rate as incongruent paradigm. Furthermore, our study suggested that the paradigm design of spellers must take both system performance and user experience into consideration rather than merely pursuing a larger ERP response. BioMed Central 2017-07-25 /pmc/articles/PMC5526248/ /pubmed/28743262 http://dx.doi.org/10.1186/s12938-017-0381-4 Text en © The Author(s) 2017 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.
spellingShingle Research
Cao, Yong
An, Xingwei
Ke, Yufeng
Jiang, Jin
Yang, Hanjun
Chen, Yuqian
Jiao, Xuejun
Qi, Hongzhi
Ming, Dong
The effects of semantic congruency: a research of audiovisual P300-speller
title The effects of semantic congruency: a research of audiovisual P300-speller
title_full The effects of semantic congruency: a research of audiovisual P300-speller
title_fullStr The effects of semantic congruency: a research of audiovisual P300-speller
title_full_unstemmed The effects of semantic congruency: a research of audiovisual P300-speller
title_short The effects of semantic congruency: a research of audiovisual P300-speller
title_sort effects of semantic congruency: a research of audiovisual p300-speller
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5526248/
https://www.ncbi.nlm.nih.gov/pubmed/28743262
http://dx.doi.org/10.1186/s12938-017-0381-4
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