Title :
Effective approach to character input for novice BCI users
Author :
Koizumi, Yuma ; Ijichi, Yuki ; Tanaka, Hisaya ; Otera, Ayumi ; Takahashi, Kayoko ; Fukuda, Michinari ; Asai, Noriyoshi
Author_Institution :
Inf. Major, Kogakuin Univ., Tokyo, Japan
Abstract :
A brain-computer interface (BCI) character input experiment focusing on participants´ BCI intelligibility was performed. In theory, a BCI can be operated by anyone if cognitive activity is possible. However, individual differences clearly occur in practice. Therefore, we supposed that this difference was related to BCI intelligibility. In a previous study, BCI experts and BCI novice users were compared. Therefore, in this study, we compared three types of subjects: experts, novice users, and novice users who received pre-guidance. The preguidance provided instructions about the tips, tricks, and traps of BCI operation. As a result, the classification rate was 80% or more, in all groups. However, high accuracy was only produced by the group that had BCI intelligibility. The accuracy results for novice users who did not receive pre-guidance was 13.6%, the results for experts was 62.4%, and the results for novice users who received pre-guidance was 71.1%. From these results, the effectiveness of pre-guidance for a novice user was demonstrated.
Keywords :
brain-computer interfaces; cognition; interactive systems; BCI expert users; BCI operation; brain-computer interface character input experiment; cognitive activity; novice BCI users; participant BCI intelligibility; Accuracy; Brain modeling; Communications technology; Electroencephalography; Hospitals; Mathematical model; Training; Accuracy; BCI; BCI intelligibility; P300 Speller;
Conference_Titel :
Information and Telecommunication Technologies (APSITT), 2015 10th Asia-Pacific Symposium on
Conference_Location :
Colombo
DOI :
10.1109/APSITT.2015.7217083