The objective of the current study was to compare ERO vs. ERP measures in discriminating long-term abstinent alcoholics (LTAA) from age and gender comparable non-alcoholic controls (NACs) in a visual 3 condition target detection task. Appropriate statistical analyses were applied to determine whether the ERO power measures provided more powerful discrimination between groups.