Transfer learning in imagined speech EEG-based BCIs.

•Bag of Features is able the discrimination of imagined speech in electroencephalograms.•Bag of Features aids the transfer learning of imagined speech to recognize new imagined words.•Using time domain features of the electroencephalogram for a Bag of Features model achieves a competitive classification performance.