The classical theories studying exchange rates do not provide base for accurate forecasts especially concerning currency crisis. This research tests the principal possibility for currency exchange rate forecasting by: -Linear methods FARIMA (p, d, q) with long term relations and heavy tails; -Methods for nonlinear prediction of chaotic time series. Null forecast and average are used as main comparison measure. As additional comparison measures are used the results from the methods: Back Propagation…