olpaw and McFarland 2004) or invasively with electroconicography (ECoG) (Schalk et al 2(x0K) or microelectrode arrays seated into cortical tissue (Hochberg et al 2000. Current noninvasive EEG-based BCI systems for 2D cursor control require subjects to learn how to modulate specific frequency bands of neural acti