Slide: Conclusion   BBCI: Untrained, Calibration < 10min, data analysis <<5min, BCI experiment  5-8 letters/min mental typewriter CeBit 06,10. Brain2Robot@Medica 07, lNdW 09  Machine Learning and modern data analysis is of central importance for BCI et al  Important issue of this talk: How to learn under nonstationarity?  Solutions:  SSA, i.e. project on stationary subspace and learn there, linear, sound & fast  Modeling: covariate shift based CV: special  mixed effects model  co-adaptation, Multimodal  tracking, invariant features etc  FOR INFORMATION SEE: www.bbci.de
{}