Title :
Optimizing visual-to-auditory delay for multimodal BCI speller
Author :
Xingwei An ; Dong Ming ; Sterling, Douglas ; Hongzhi Qi ; Blankertz, Benjamin
Author_Institution :
Tianjin Univ., Tianjin, China
Abstract :
Multimodal spellers combining visual and auditory stimulation have recently gained more attention in ERP-based Brain-Computer Interfaces (BCIs). Most studies found an improved efficiency compared to unimodal paradigms while few have explored the effect of the visual-to-auditory delays on the spelling performance. Here, we study five conditions with different visual-to-auditory delays, in order to find the paradigm that provides the best overall BCI performance. We compared the temporal and spatial binary classification accuracy as well as the grand-averaged classification accuracies over repetitions. Results show that long delays may cause better performance in early time intervals corresponding to negative ERP components, but better overall performance is achieved with short visual-to-auditory delays.
Keywords :
auditory evoked potentials; brain-computer interfaces; electroencephalography; medical signal processing; signal classification; visual evoked potentials; ERP-based Brain-Computer Interfaces; early time intervals; grand-averaged classification accuracy; multimodal BCI speller; multimodal spellers; negative ERP components; overall BCI performance; spatial binary classification accuracy; spelling performance; temporal binary classification accuracy; unimodal paradigms; visual stimulation; visual-to-auditory delays; Accuracy; Brain-computer interfaces; Delays; Distance measurement; Neurophysiology; Neuroscience; Visualization;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2014 36th Annual International Conference of the IEEE
Conference_Location :
Chicago, IL
DOI :
10.1109/EMBC.2014.6943818