Analysis of neural network results

We build a neural network to predict the value of a financial indicator, when running the neural network on the same inputs multiple times, each time we receive different network with different result. We seek a method/algorithm to choose the “best networks” that will minimize the prediction error. Full description of the problem in the attached PDF file We also attached some data file in XLS format.