“…Filtering the EEG in pre‐defined physiological frequency bands did have an impact on classification performance, with delta, gamma and beta frequency bands providing the best classification performance results, in that order (Figure 6, right). Indeed, preparatory activity in electrocortical motor signals is well documented in the delta band, particularly related to the readiness potential and the movement‐related cortical potentials (Ray, Slobounov, Mordkoff, Johnston, & Simon, 2000; Slobounov & Ray, 1998; Shibasaki & Hallett, 2006b). More recently, evidence of pre‐motor activation in the gamma (Gunduz et al., 2016; Schirrmeister et al., 2017) and beta (Tzagarakis, West, & Pellizzer, 2015) ranges has also been reported.…”