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

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Title
The effects of semantic congruency: a research of audiovisual P300-speller
Published in
BioMedical Engineering OnLine, July 2017
DOI 10.1186/s12938-017-0381-4
Pubmed ID
Authors

Yong Cao, Xingwei An, Yufeng Ke, Jin Jiang, Hanjun Yang, Yuqian Chen, Xuejun Jiao, Hongzhi Qi, Dong Ming

Abstract

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. 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. 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. 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.

Mendeley readers

Mendeley readers

The data shown below were compiled from readership statistics for 31 Mendeley readers of this research output. Click here to see the associated Mendeley record.

Geographical breakdown

Country Count As %
Unknown 31 100%

Demographic breakdown

Readers by professional status Count As %
Student > Ph. D. Student 6 19%
Student > Bachelor 4 13%
Student > Doctoral Student 3 10%
Student > Master 3 10%
Researcher 2 6%
Other 3 10%
Unknown 10 32%
Readers by discipline Count As %
Computer Science 6 19%
Engineering 5 16%
Neuroscience 3 10%
Nursing and Health Professions 2 6%
Medicine and Dentistry 2 6%
Other 0 0%
Unknown 13 42%