Research Article
A Comparative Analysis of NSGA-II and NSGA-III for Autoscaling Parameter Sweep Experiments in the Cloud
Table 3
Parameter setting selected for NSGA-III regarding each application and size.
| Application | Size | Eval. | Pop. | Reference points | | Dc | | Dm | HV |
| Plate3D | 30 | 18400 | 92 | 91 | 0.81 | 3.8 | 0.59 | 14.6 | 0.95 | 100 | 18400 | 92 | 91 | 0.92 | 1.9 | 0.24 | 3.1 | 0.94 | 300 | 18400 | 92 | 91 | 0.83 | 46.9 | 0.26 | 1.5 | 0.94 |
| Cruciform | 30 | 18400 | 92 | 91 | 0.90 | 20.7 | 0.45 | 5.2 | 0.81 | 100 | 18400 | 92 | 91 | 0.90 | 56.3 | 0.39 | 7.1 | 0.80 | 300 | 18400 | 92 | 91 | 0.98 | 13.3 | 0.24 | 3.1 | 0.80 |
| Ensemble | 60 | 18400 | 92 | 91 | 0.92 | 13.3 | 0.24 | 3.1 | 0.88 | 200 | 18400 | 92 | 91 | 0.87 | 46.9 | 0.26 | 1.5 | 0.88 | 600 | 18400 | 92 | 91 | 0.87 | 28.3 | 0.09 | 1.5 | 0.87 |
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