|
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
|
- The bold data in each column indicates the smallest RRSE value in the corresponding column
