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This book contributes to the first attempt to decode silent speeches including consonants in Japanese only from single-trial-scalp-recorded electroencephalograms (EEGs), which would yield more natural and easier-to-do communications means for users, differently from the previous Brain-Computer Interfaces (BCIs) with motor imagery. The present SSBCIJ (silent speech BCI in Japanese) enabled us to recognize and discriminate silent janken and season.