Abstract
In this paper, we propose a new decision support system (DSS) for dealing stocks which improves the traditional technical analysis. In the proposed DSS, GAs are utilized in order to predict "Golden Cross" and "Dead Cross" (between the long term moving average and the short term moving average) several weeks before they will occur.