Hyperparameter tuning for software requirements categorization using Differential Evolution, the configuration results are:
| Instance | Alive | Best | Mean best | Exp so far | W time | rho | KenW | Qvar | |
|---|---|---|---|---|---|---|---|---|---|
| x | 1 | 8 | 2 | -58.12429379 | 8 | 00:07:39 | NA | NA | NA |
| x | 2 | 8 | 2 | -58.28813559 | 16 | 00:07:07 | +0.81 | 0.90 | 0.2449 |
| x | 3 | 8 | 2 | -58.22598870 | 24 | 00:06:59 | +0.76 | 0.84 | 0.1995 |
| x | 4 | 8 | 2 | -58.02824859 | 32 | 00:07:03 | +0.80 | 0.85 | 0.1602 |
| - | 5 | 2 | 2 | -58.04180791 | 40 | 00:07:01 | +0.20 | 0.36 | 0.4000 |
Best-so-far configuration: 2 mean value: -58.04180791
Description of the best-so-far configuration:
| .ID. | population | generations | crossover | factor | .PARENT. | |
|---|---|---|---|---|---|---|
| 2 | 2 | 28 | 97 | 0.6056 | 1.0345 | NA |
Best configurations (first number is the configuration ID; listed from best to worst according to the sum of ranks):
| population | generations | crossover | factor | |
|---|---|---|---|---|
| 2 | 28 | 97 | 0.6056 | 1.0345 |
| 7 | 34 | 78 | 0.1657 | 0.7599 |
| Instance | Alive | Best | Mean best | Exp so far | W time | rho | KenW | Qvar | |
|---|---|---|---|---|---|---|---|---|---|
| x | 1 | 8 | 1 | -63.18644068 | 8 | 00:00:51 | NA | NA | NA |
| x | 2 | 8 | 1 | -63.35593220 | 16 | 00:00:49 | +0.39 | 0.70 | 0.6552 |
| x | 3 | 8 | 1 | -63.30131827 | 24 | 00:00:52 | +0.08 | 0.38 | 0.7576 |
| x | 4 | 8 | 1 | -63.27683616 | 32 | 00:00:49 | +0.14 | 0.36 | 0.7402 |
| = | 5 | 8 | 1 | -62.92203390 | 40 | 00:00:43 | +0.04 | 0.23 | 0.8468 |
| = | 6 | 8 | 1 | -62.74293785 | 48 | 00:00:49 | +0.05 | 0.21 | 0.8784 |
Best-so-far configuration: 1 mean value: -62.74293785
Description of the best-so-far configuration:
| .ID. | population | generations | crossover | factor | .PARENT. | |
|---|---|---|---|---|---|---|
| 1 | 1 | 50 | 48 | 0.0778 | 1.1948 | NA |
Best configurations (first number is the configuration ID; listed from best to worst according to the sum of ranks):
| population | generations | crossover | factor | |
|---|---|---|---|---|
| 1 | 50 | 48 | 0.0778 | 1.1948 |
| 7 | 32 | 88 | 0.0998 | 1.6417 |
| 3 | 18 | 18 | 0.1956 | 1.5302 |
| 2 | 12 | 11 | 0.3356 | 1.6721 |
| Instance | Alive | Best | Mean best | Exp so far | W time | rho | KenW | Qvar | |
|---|---|---|---|---|---|---|---|---|---|
| x | 1 | 5 | 3 | -67.23163842 | 5 | 00:45:25 | NA | NA | NA |
| x | 2 | 5 | 5 | -66.38983051 | 10 | 00:48:50 | +0.41 | 0.71 | 0.2080 |
| x | 3 | 5 | 3 | -66.78154426 | 15 | 00:48:01 | +0.34 | 0.56 | 0.2418 |
| x | 4 | 5 | 3 | -66.64124294 | 20 | 00:48:52 | +0.28 | 0.46 | 0.2893 |
| = | 5 | 5 | 3 | -66.55593220 | 25 | 00:46:40 | +0.28 | 0.42 | 0.2687 |
| - | 6 | 4 | 4 | -66.16666667 | 30 | 00:44:43 | -0.19 | 0.01 | 0.8539 |
Best-so-far configuration: 2 mean value: -66.05178908
Description of the best-so-far configuration:
| .ID. | population | generations | crossover | factor | .PARENT. | |
|---|---|---|---|---|---|---|
| 2 | 2 | 6 | 75 | 0.5504 | 0.5324 | NA |
Best configurations (first number is the configuration ID; listed from best to worst according to the sum of ranks):
| population | generations | crossover | factor | |
|---|---|---|---|---|
| 2 | 6 | 75 | 0.5504 | 0.5324 |
| 4 | 4 | 81 | 0.2506 | 1.2559 |
| 3 | 10 | 41 | 0.6035 | 1.3334 |
| 5 | 26 | 18 | 0.9067 | 0.3387 |
| Instance | Alive | Best | Mean best | Exp so far | W time | rho | KenW | Qvar | |
|---|---|---|---|---|---|---|---|---|---|
| x | 1 | 5 | 3 | -67.23163842 | 5 | 00:45:25 | NA | NA | NA |
| x | 2 | 5 | 5 | -66.38983051 | 10 | 00:48:50 | +0.41 | 0.71 | 0.2080 |
| x | 3 | 5 | 3 | -66.78154426 | 15 | 00:48:01 | +0.34 | 0.56 | 0.2418 |
| x | 4 | 5 | 3 | -66.64124294 | 20 | 00:48:52 | +0.28 | 0.46 | 0.2893 |
| = | 5 | 5 | 3 | -66.55593220 | 25 | 00:46:40 | +0.28 | 0.42 | 0.2687 |
| - | 6 | 4 | 4 | -66.16666667 | 30 | 00:44:43 | -0.19 | 0.01 | 0.8539 |
Best-so-far configuration: 2 mean value: -66.05178908
Description of the best-so-far configuration:
| .ID. | population | generations | crossover | factor | .PARENT. | |
|---|---|---|---|---|---|---|
| 2 | 2 | 6 | 75 | 0.5504 | 0.5324 | NA |
Best configurations (first number is the configuration ID; listed from best to worst according to the sum of ranks):
| population | generations | crossover | factor | |
|---|---|---|---|---|
| 2 | 6 | 75 | 0.5504 | 0.5324 |
| 4 | 4 | 81 | 0.2506 | 1.2559 |
| 3 | 10 | 41 | 0.6035 | 1.3334 |
| 5 | 26 | 18 | 0.9067 | 0.3387 |