|
Workload f(S)
|
Wordcount linear
|
SVM quadratic
|
Pagerank linear
|
Kmeans linear
|
Graph (NWeight) quadratic
|
|---|
|
Amdhal equation (1)
|
0.997 ± 0.000
|
0.878 ± 0.002
|
0.994 ± 0.000
|
0.994 ± 0.001
|
0.932 ± 0.001
|
|
Gustafson equation (2)
|
0.995 ± 0.000
|
0.728 ± 0.000
|
0.988 ± 0.000
|
0.921 ± 0.001
|
0.922 ± 0.000
|
|
ERNEST equation (3)
|
0.996 ± 0.000
|
0.822 ± 0.002
|
0.991 ± 0.000
|
0.992 ± 0.001
|
0.930 ± 0.007
|
|
2D plate equation (4)
|
0.997 ± 0.000
|
0.893 ± 0.004
|
0.994 ± 0.000
|
0.992 ± 0.002
|
0.945 ± 0.004
|
|
Connected graph equation (5)
|
0.996 ± 0.000
|
0.853 ± 0.072
|
0.994 ± 0.000
|
0.995 ± 0.001
|
0.917 ± 0.002
|
|
Con. graph \(c=1\) equation (6)
|
0.997 ± 0.000
|
0.850 ± 0.072
|
0.994 ± 0.000
|
0.995 ± 0.001
|
0.916 ± 0.002
|
|
Kernel ridge regression
|
0.786 ± 0.012
|
0.619 ± 0.012
|
0.917 ± 0.014
|
0.917 ± 0.014
|
0.150 ± 0.060
|
|
Gradient boost regression
|
0.535 ± 0.001
|
0.408 ± 0.007
|
0.510 ± 0.011
|
0.510 ± 0.011
|
0.371 ± 0.015
|
- The bold data in each column indicates the largest R-squared values in the corresponding column
