Features (PLV (Phase Locking Value) features, Power Spectral Density (PSD) features, and power contained in Intrinsic Mode Functions (obtained from Empirical Mode Decomposition)) were selected with the Fast Correlation Based Filter and classified with robust Discriminant Analysis.