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

Table 4

RMSE and MAE of prediction models with unpredictable workload.

model	meanRMSE	meanMAE
Cubist	24.56	22.29
Qrf	27.09	24.47
parRF	29.1	26.59
Rf	29.11	26.6
M5	30.81	28.41
M5Rules	31.81	29.44
Bam	48.02	46.03
Gam	48.02	46.03
Cforest	81.52	79.77
svmRadialCost	88.72	84.74
svmRadial	90.79	86.79
svmRadialSigma	93.83	89.66
gamLoess	155	152.5
svmPoly	222.1	220.8
Nnet	233.2	231.8