We investigate price-based heuristic trading rules for buying and selling shares. This is accomplished by transforming time series of share prices from the Frankfurt Stock Exchange (FSE) using Point & Figure (P&F) Chart Analysis. This yields formations which are evaluated and transformed into a binary example set. For the above evaluation we used two different methods: First, by comparing the returns of any considered trading strategy with the corresponding riskless interest rate and the...