Advances, Systems and Applications
Table 5 MAE and RMSE values (growing pattern)
From: An autonomic prediction suite for cloud resource provisioning
Phase | Window size | MAE | RMSE | ||||
|---|---|---|---|---|---|---|---|
MLP | MLPWD | SVM | MLP | MLPWD | SVM | ||
Training | 2 | 2.5 | 2.1 | 1.7 | 3.9 | 4.02 | 3.8 |
3 | 2.8 | 2.3 | 1.75 | 3.9 | 3.82 | 3.7 | |
4 | 2.7 | 2.3 | 1.8 | 4.1 | 3.87 | 3.6 | |
5 | 2.7 | 2.5 | 1.8 | 3.98 | 3.89 | 3.7 | |
6 | 2.6 | 2.4 | 1.8 | 3.88 | 3.71 | 3.6 | |
7 | 2.7 | 2.4 | 1.81 | 3.84 | 3.81 | 3.6 | |
8 | 2.66 | 2.33 | 1.78 | 3.78 | 3.62 | 3.5 | |
9 | 2.8 | 2.22 | 1.78 | 3.95 | 3.7 | 3.3 | |
10 | 2.57 | 2.25 | 1.78 | 4 | 3.7 | 3.4 | |
Testing | 2 | 3.77 | 3 | 2.5 | 4.4 | 4 | 3.7 |
3 | 3.85 | 3.6 | 2.5 | 4.91 | 4.21 | 3.7 | |
4 | 3.55 | 3.5 | 2.6 | 4.92 | 4.5 | 3.65 | |
5 | 3.64 | 3.41 | 2.4 | 4.71 | 4.22 | 3.6 | |
6 | 3.89 | 3.42 | 2.3 | 4.52 | 4.31 | 3.7 | |
7 | 3.84 | 3.31 | 2.2 | 5.11 | 4 | 3.7 | |
8 | 3.95 | 3.02 | 2.2 | 5.52 | 3.99 | 3.4 | |
9 | 4.12 | 3 | 2.2 | 5.98 | 3.95 | 3.5 | |
10 | 4.1 | 2.8 | 2.2 | 6.02 | 3.9 | 3.7 | |