Table 9 Relative mean standard error (RRSE) values for a different set of workloads and models
Workload f(S) | Wordcount linear | SVM quadratic | Pagerank linear | Kmeans linear | Graph (NWeight) quadratic |
|---|---|---|---|---|---|
Amdhal equation (1) | 0.085 ± 0.005 | 0.282 ± 0.009 | 0.113 ± 0.000 | 0.140 ± 0.019 | 0.252 ± 0.009 |
Gustafson equation (2) | 0.091 ± 0.004 | 0.311 ± 0.003 | 0.120 ± 0.000 | 0.134 ± 0.009 | 0.254 ± 0.008 |
ERNEST equation (3) | 0.100 ± 0.006 | 0.366 ± 0.001 | 0.127 ± 0.000 | 0.142 ± 0.017 | 0.231 ± 0.009 |
2D plate equation (4) | 0.086 ± 0.005 | 0.272 ± 0.009 | 0.113 ± 0.000 | 0.141 ± 0.019 | 0.226 ± 0.007 |
Connected graph equation (5) | 0.091 ± 0.009 | 0.268 ± 0.009 | 0.116 ± 0.000 | 0.141 ± 0.018 | 0.244 ± 0.008 |
Con. graph \(c=1\) equation (6) | 0.091 ± 0.009 | 0.273 ± 0.008 | 0.118 ± 0.000 | 0.140 ± 0.018 | 0.243 ± 0.008 |
Kernel ridge regression | 0.203 ± 0.009 | 0.234 ± 0.002 | 0.173 ± 0.001 | 0.207 ± 0.024 | 0.178 ± 0.003 |
Gradient boost regression | 0.058 ± 0.003 | 0.064 ± 0.010 | 0.033 ± 0.002 | 0.062 ± 0.038 | 0.087 ± 0.004 |