Computational Time for Baseline (CSI) and Gaussian Process Kernels with Varying Error Percentages
Values are presented as mean ± standard deviation in seconds
| Treatment Methods |
Error Percentage |
|
10% |
20% |
30% |
| CSI |
0.002 ± 0.001 |
0.004 ± 0.001 |
0.006 ± 0.001 |
| GP (Linear) |
1.020 ± 0.488 |
0.826 ± 0.346 |
0.599 ± 0.220 |
| GP (Periodic) |
3.052 ± 1.916 |
2.493 ± 1.634 |
1.640 ± 1.145 |
| GP (Brownian) |
0.557 ± 0.239 |
0.468 ± 0.180 |
0.343 ± 0.113 |
| GP (Exponential) |
2.438 ± 1.454 |
1.925 ± 1.082 |
1.309 ± 0.704 |
| GP (Matérn 3/2) |
1.773 ± 0.832 |
1.384 ± 0.665 |
0.925 ± 0.405 |
| GP (Matérn 5/2) |
1.512 ± 0.725 |
1.244 ± 0.586 |
0.868 ± 0.389 |
| GP (RBF) |
1.521 ± 0.719 |
1.295 ± 0.635 |
0.902 ± 0.409 |
| GP (RQ) |
4.012 ± 1.671 |
3.313 ± 1.439 |
2.373 ± 1.030 |
| CSI |
- |
- |
- |
| GP (Linear) |
1.002 ± 0.488 |
0.790 ± 0.345 |
0.558 ± 0.220 |
| GP (Periodic) |
3.031 ± 1.916 |
2.454 ± 1.634 |
1.596 ± 1.145 |
| GP (Brownian) |
0.540 ± 0.238 |
0.433 ± 0.180 |
0.304 ± 0.112 |
| GP (Exponential) |
2.418 ± 1.454 |
1.887 ± 1.082 |
1.266 ± 0.704 |
| GP (Matérn 3/2) |
1.752 ± 0.832 |
1.345 ± 0.664 |
0.882 ± 0.405 |
| GP (Matérn 5/2) |
1.492 ± 0.725 |
1.207 ± 0.586 |
0.825 ± 0.389 |
| GP (RBF) |
1.498 ± 0.719 |
1.254 ± 0.635 |
0.853 ± 0.409 |
| GP (RQ) |
3.990 ± 1.671 |
3.272 ± 1.439 |
2.327 ± 1.030 |
| CSI |
- |
- |
- |
| GP (Linear) |
0.018 ± 0.011 |
0.036 ± 0.014 |
0.041 ± 0.014 |
| GP (Periodic) |
0.021 ± 0.011 |
0.039 ± 0.015 |
0.043 ± 0.014 |
| GP (Brownian) |
0.018 ± 0.011 |
0.035 ± 0.015 |
0.039 ± 0.013 |
| GP (Exponential) |
0.020 ± 0.012 |
0.039 ± 0.015 |
0.043 ± 0.015 |
| GP (Matérn 3/2) |
0.021 ± 0.011 |
0.039 ± 0.014 |
0.044 ± 0.014 |
| GP (Matérn 5/2) |
0.020 ± 0.011 |
0.038 ± 0.014 |
0.042 ± 0.014 |
| GP (RBF) |
0.023 ± 0.011 |
0.041 ± 0.013 |
0.049 ± 0.015 |
| GP (RQ) |
0.021 ± 0.012 |
0.040 ± 0.015 |
0.046 ± 0.016 |