論文

査読有り 筆頭著者 国際誌
2017年

Affective Stimuli for an Auditory P300 Brain-Computer Interface.

Frontiers in neuroscience
  • Akinari Onishi
  • ,
  • Kouji Takano
  • ,
  • Toshihiro Kawase
  • ,
  • Hiroki Ora
  • ,
  • Kenji Kansaku

11
開始ページ
522
終了ページ
522
記述言語
英語
掲載種別
研究論文(学術雑誌)
DOI
10.3389/fnins.2017.00522

Gaze-independent brain computer interfaces (BCIs) are a potential communication tool for persons with paralysis. This study applies affective auditory stimuli to investigate their effects using a P300 BCI. Fifteen able-bodied participants operated the P300 BCI, with positive and negative affective sounds (PA: a meowing cat sound, NA: a screaming cat sound). Permuted stimuli of the positive and negative affective sounds (permuted-PA, permuted-NA) were also used for comparison. Electroencephalography data was collected, and offline classification accuracies were compared. We used a visual analog scale (VAS) to measure positive and negative affective feelings in the participants. The mean classification accuracies were 84.7% for PA and 67.3% for permuted-PA, while the VAS scores were 58.5 for PA and -12.1 for permuted-PA. The positive affective stimulus showed significantly higher accuracy and VAS scores than the negative affective stimulus. In contrast, mean classification accuracies were 77.3% for NA and 76.0% for permuted-NA, while the VAS scores were -50.0 for NA and -39.2 for permuted NA, which are not significantly different. We determined that a positive affective stimulus with accompanying positive affective feelings significantly improved BCI accuracy. Additionally, an ALS patient achieved 90% online classification accuracy. These results suggest that affective stimuli may be useful for preparing a practical auditory BCI system for patients with disabilities.

リンク情報
DOI
https://doi.org/10.3389/fnins.2017.00522
PubMed
https://www.ncbi.nlm.nih.gov/pubmed/28983235
PubMed Central
https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5613193
URL
https://www.frontiersin.org/articles/10.3389/fnins.2017.00522/full
ID情報
  • DOI : 10.3389/fnins.2017.00522
  • PubMed ID : 28983235
  • PubMed Central 記事ID : PMC5613193

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