9 One might obtain better performance (across all methods being compared) by choosing a separate θ * for each of the 9 training sets.
to simulate real limited-data training conditions, one should then find the θ * for each {i, ..., j} using a separate cross-validation within {i, ..., j} only; this would slow down the experiments considerably.