Advances, Systems and Applications
Table 4 MAE and RMSE values (periodic pattern)
From: An autonomic prediction suite for cloud resource provisioning
Phase | Window size | Average MAE | Average RMSE | ||||
|---|---|---|---|---|---|---|---|
MLP | MLPWD | SVM | MLP | MLPWD | SVM | ||
Training | 2 | 6.88 | 4.16 | 4.65 | 8.55 | 6.65 | 7.31 |
3 | 6.7 | 4.12 | 4.62 | 8.32 | 6.32 | 7 | |
4 | 6.5 | 4.11 | 4.62 | 8.12 | 6.12 | 6.99 | |
5 | 5.95 | 4.05 | 4.52 | 8 | 6.44 | 6.8 | |
6 | 5.78 | 4.02 | 4.52 | 7.56 | 6.12 | 6.7 | |
7 | 5.68 | 3.88 | 4.32 | 7.5 | 6.2 | 6.7 | |
8 | 5.68 | 3.95 | 4.3 | 7.12 | 6.21 | 6.6 | |
9 | 5.51 | 4.02 | 4.3 | 6.9 | 6.18 | 6.8 | |
10 | 4.98 | 4 | 4.31 | 6.52 | 6.18 | 6.7 | |
Testing | 2 | 6.2 | 6 | 6 | 8.31 | 8 | 8.1 |
3 | 6.3 | 5.9 | 6 | 8.31 | 7.9 | 7.98 | |
4 | 6.3 | 5.8 | 6.1 | 8.34 | 7.9 | 8.05 | |
5 | 6.99 | 5.9 | 6.2 | 8.62 | 7.8 | 8.15 | |
6 | 7.15 | 5.7 | 6.1 | 8.77 | 7.4 | 8 | |
7 | 7.25 | 5.72 | 6 | 9.12 | 7 | 7.71 | |
8 | 7.98 | 5.75 | 6 | 9.15 | 7 | 7.65 | |
9 | 8.56 | 5.66 | 5.8 | 10.36 | 7.1 | 7.5 | |
10 | 9.2 | 5.58 | 5.7 | 11.89 | 6.9 | 7.6 | |