Predicting time series in the economic field calls for special techniques. Instead of having the feed-forward network predict the future value, the problem is cast as a classification task. Codings are proposed that give a probability density of tomorrows change in value. Methods to decide for the most likely or profitable direction of the change of value are introduced. The methods have been used to predict the daily change for the Bundfuture.