Obviously, the splitting criterion should be an estimate of the total integration error across that subspace.
Ceteris paribus, we should see that small, densely sampled subspaces have lower expected integration error and thus the algorithm should tend to split larger subspaces, first. This process should be naturally self-limiting because with each split, the estimated ...