We are aware that the feature set that proved optimal for the memory-based classifier may not guarantee optimal performance for other classifiers.
if we had optimized the feature sets for the different classifiers, we would have introduced another free variable into the experiment, and we would not have been able to distinguish differences based on sampling from differences based on the feature sets.