prof Theodore Bulloch has published with me as a co autor severaal papers on bicoherence for detection of nonliner features in EEG and ERP (See Nato Advanced Institiute volume on induced oscillatios.
Have you tried bicherence as a feature extraction method ?
Jerzy Achimowicz