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Affective Stimuli for an Auditory P300 Brain-Computer Interface
- Source :
- Frontiers in Neuroscience, Frontiers in Neuroscience, Vol 11 (2017)
- Publication Year :
- 2017
- Publisher :
- Frontiers Media S.A., 2017.
-
Abstract
- 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.
- Subjects :
- medicine.medical_specialty
Visual analogue scale
Electroencephalography
Stimulus (physiology)
Audiology
050105 experimental psychology
lcsh:RC321-571
Developmental psychology
affective stimulus
03 medical and health sciences
BMI
0302 clinical medicine
medicine
0501 psychology and cognitive sciences
EEG
BCI
P300
lcsh:Neurosciences. Biological psychiatry. Neuropsychiatry
Original Research
Brain–computer interface
medicine.diagnostic_test
General Neuroscience
05 social sciences
Screaming
Auditory stimuli
medicine.symptom
Psychology
030217 neurology & neurosurgery
Affective stimuli
Neuroscience
Subjects
Details
- Language :
- English
- ISSN :
- 1662453X
- Volume :
- 11
- Database :
- OpenAIRE
- Journal :
- Frontiers in Neuroscience
- Accession number :
- edsair.doi.dedup.....d2af6a6461a96fd864a32ea94431f174
- Full Text :
- https://doi.org/10.3389/fnins.2017.00522