Research Article

Towards SLA-Driven Autoscaling of Cloud Distributed Services for Mobile Communications

Table 2

RMSE and MAE of prediction models with growing workload.

modelmeanRMSEmeanMAE

Cubist18.9617.19
Gam25.6424.17
Bam25.6524.18
Qrf61.4156.99
gamLoess65.9664.74
parRF67.9763.96
Rf67.9863.97
Cforest129.2126.8
M5134.2131.5
M5Rules134.2131.5
svmRadialSigma194.6193.8
svmPoly207.5206.9
Nnet292.4291.3
svmRadialCost313.1305.2
svmRadial317309.1