Has anyone successfully trained a neural net using statistics as input?

Hello,

I am working my way through figuring out whether a ANN can accurately (probabilities >60%) predict price movement.

The devil is in the details though. I am stuck on what stats to provide the net so I don't over train.

Has anyone been successful in this yet?

Thanks!