Before revision:  We also derive finite sample error bounds and concentration inequalities. Numerical examples show good results for a relatively small training sample size.
After revision:  We also derive finite sample error bounds under conditions that are suitable for finance applications. Numerical experiments show good results for a relatively small training sample size.