Abstract: The aim of the work is to find out whether the brain behaves as other complex systems. In the theoretical part we will derive some spectral properties of correlation matrices corresponding to a coloured noise, some known spectral properties wll be extended. Using instruments from the random matrix theory we will then analyze EEG signals.