Advances, Systems and Applications
From: An autonomic prediction suite for cloud resource provisioning
Phase | Window size | MAE | RMSE | ||||
---|---|---|---|---|---|---|---|
MLP | MLPWD | SVM | MLP | MLPWD | SVM | ||
Training | 2 | 1.4 | 1.74 | 1.81 | 2.6 | 2.9 | 3.15 |
3 | 1.42 | 1.73 | 1.73 | 2.61 | 2.88 | 3.2 | |
4 | 1.43 | 1.72 | 1.78 | 2.59 | 2.87 | 3.31 | |
5 | 1.4 | 1.73 | 1.75 | 2.55 | 2.89 | 3.15 | |
6 | 1.35 | 1.69 | 1.73 | 2.4 | 2.91 | 3.19 | |
7 | 1.46 | 1.66 | 1.72 | 2.48 | 2.98 | 3.2 | |
8 | 1.44 | 1.65 | 1.74 | 2.31 | 2.74 | 3.2 | |
9 | 1.48 | 1.66 | 1.66 | 2.2 | 2.65 | 3.16 | |
10 | 1.44 | 1.65 | 1.68 | 2.15 | 2.74 | 3.17 | |
Testing | 2 | 2.6 | 2.82 | 3.12 | 3.01 | 3.41 | 3.31 |
3 | 2.5 | 2.8 | 3.1 | 3 | 3.4 | 3.64 | |
4 | 2.34 | 2.77 | 2.9 | 3 | 3.38 | 3.7 | |
5 | 2.21 | 2.76 | 2.88 | 2.98 | 3.41 | 371 | |
6 | 1.98 | 2.44 | 2.89 | 2.9 | 3.42 | 3.78 | |
7 | 1.65 | 2.4 | 2.85 | 2.8 | 3.21 | 3.88 | |
8 | 1.42 | 2.1 | 2.91 | 2.7 | 3.2 | 3.9 | |
9 | 0.98 | 2.11 | 2.92 | 2.4 | 3.11 | 4.1 | |
10 | 0.98 | 2.1 | 2.9 | 2.2 | 2.8 | 4.18 |