This procedure performs better than its basic version (no memory, not skewed).
It is found that this multi-stepped procedure performs better in fitting the data than a single-step protocol.
Overall, our allocation procedure performs better than a null model for urbanisation and rural abandonment at both resolutions, while it does worse when modelling agriculture conversion.
We have shown that the proposed optimization procedure performs better than the CommonConfig and MaximumFairness approaches such that VSN's power consumption per each node was balanced while the nodes' maximum power consumption is minimized.
Therefore, if it is reasonable to state that the underlying process is either stationary or results in a linear drifting threshold, the relaxed procedure performs better than the tracking procedure.
In Section 4, we show that this Stable LASSO selection procedure performs better than simply choosing a small number of features (random selection) or choosing features based on their SVR weights (SVR selection) (see Fig. 7).
Comparing the three simulation algorithms revealed that the normal marginals procedure performed somewhat better than the free and the fixed marginals algorithm.
Perfect predictors have an AUC-ROC of 1, whereas random guessing has a value of 0.5; our naïve classification of phase had AUC-ROCs that ranged from 0.58 (ZT 9) to 0.62 (ZT 12) indicating that this simple classification procedure performed marginally better than randomly assigning phase.
The arbitrated peel-off procedure used in GISTIC2 performed better (recall of 77.3% and 99.1% precision) since it gave more weight to the middle aberration, but its performance was still significantly below RAIG.
However, a forward/backward selection procedure might perform better, although penalization methods would still be expected to be less greedy.
