A P300 BCI for the Masses: Prior Information Enables Instant Unsupervised Spelling

@inproceedings{Kindermans2012APB,
  title={A P300 BCI for the Masses: Prior Information Enables Instant Unsupervised Spelling},
  author={Pieter-Jan Kindermans and Hannes Verschore and David Verstraeten and Benjamin Schrauwen},
  booktitle={NIPS},
  year={2012}
}
The usability of Brain Computer Interfaces (BCI) based on the P300 speller is severely hindered by the need for long training times and many repetitions of the same stimulus. In this contribution we introduce a set of unsupervised hierarchical probabilistic models that tackle both problems simultaneously by incorporating prior knowledge from two sources: information from other training subjects (through transfer learning) and information about the words being spelled (through language models… CONTINUE READING
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