Abstract: EEG data has typically very low signal to noise ratio, the weak signal of interest is obscured by cluttered background. A maximum likelihood based  algorithm is presented for reducing the effects of spatially colored noise  in evoked response EEG data. Similar methods have been used in radar signal detection problems.