Research Article
Step-by-Step Penalized Blind Kriging Methods for Surrogate Modeling
Table 3
Data simulation results of the function KF with Elastic Net.
| Sample Size | Method | MRMSPE | IEIR(%) | AEIR(%) | MEAN | CPU(s) |
| n = 60 | PBK | 0.067 8 | 44.20 | 93.40 | 8.26 | 10 315.95 | | M1 | 0.067 5 | 63.00 | 97.00 | 9.60 | 1126.76 | | M2 | 0.067 0 | 6.33 | 81.57 | 5.27 | 1315.17 | | M3 | 0.067 2 | 43.40 | 93.63 | 8.22 | 10 980.71 |
| n = 80 | PBK | 0.066 7 | 25.17 | 92.27 | 7.05 | 10 787.02 | | M1 | 0.066 5 | 63.10 | 97.27 | 9.62 | 1277.98 | | M2 | 0.066 1 | 8.33 | 83.27 | 5.50 | 1685.08 | | M3 | 0.065 8 | 25.37 | 92.53 | 7.07 | 11 161.00 |
| n = 100 | PBK | 0.065 7 | 17.37 | 93.63 | 6.66 | 11 135.97 | | M1 | 0.065 6 | 63.57 | 97.53 | 9.67 | 1503.19 | | M2 | 0.065 1 | 10.73 | 83.40 | 5.65 | 1914.47 | | M3 | 0.065 0 | 17.90 | 93.90 | 6.71 | 11 761.19 |
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