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Advances, Systems and Applications

Journal of Cloud Computing Cover Image

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