I think this is a very interesting idea. Except I would probably use a random forest instead of ANN for something like this. It is trivially parallelizable, you

I think this is a very interesting idea. Except I would probably use a random forest instead of ANN for something like this. It is trivially parallelizable, you can train on subsets of features, you can slit and merge your ensembles/forests and so on.