So are you using this autoencoder setup with pretraining and fine tuning ?
Did you or somebody else try Convolutional Neural Networks for market data ??
Contrastive divergence as pretraining and conjugate gradients as fine tuning.
I also looked into convolutional nets with not much luck either. They seem to lend themselves to online updates better though. Here is some source code made public if you want to look into: