FWIW, i have found that the best use for NNs is to filter a basket of shares to x% of those shares, and continually adjust (every 3 months or so) teh shares invested...
e.g. for FTSE 100, aim at predicting which 50 will do best in the next 3 months and invest and hold those 50. then reallocate...