The most common way to evaluate the forecasting accuracy of a model, how close are the predicted values to the actual ones, is by using the normalized mean squared error. We also focus on the correct forecast of next day’s sign (i.e. to forecast if the time series will go up or down). We adopt the following trading rule for evaluating the performance of our forecasts