Table 5. Wilcoxon rank-sum test on CEC’17 test functions.
| CTSO-1 | CTSO-2 | CTSO-3 | CTSO-4 | CTSO-5 | CTSO-6 | CTSO-7 | CTSO-8 | CTSO-9 | CTSO-10 | |
|---|---|---|---|---|---|---|---|---|---|---|
| f1 | 8.53E−01 | 8.65E−01 | 3.02E−11 | 1.91E−01 | 5.89E−01 | 7.96E−01 | 9.71E−01 | 7.28E−01 | 3.02E−11 | 7.06E−01 |
| ≈ | ≈ | Δ | ≈ | ≈ | ≈ | ≈ | ≈ | Δ | ≈ | |
| f3 | 9.82E−01 | 5.30E−01 | 1.86E−06 | 2.97E−01 | 6.00E−01 | 4.83E−01 | 6.20E−01 | 5.20E−01 | 4.74E−06 | 9.00E−01 |
| ≈ | ≈ | ∇ | ≈ | ≈ | ≈ | ≈ | ≈ | ∇ | ≈ | |
| f4 | 5.69E−01 | 6.84E−01 | 3.02E−11 | 9.00E−01 | 1.62E−01 | 9.47E−01 | 1.00E+00 | 3.40E−01 | 3.02E−11 | 3.04E−01 |
| ≈ | ≈ | Δ | ≈ | ≈ | ≈ | ≈ | ≈ | Δ | ≈ | |
| f5 | 4.55E−01 | 6.00E−01 | 1.96E−10 | 4.92E−01 | 9.23E−01 | 2.64E−01 | 1.81E−01 | 4.83E−01 | 6.72E−10 | 6.00E−01 |
| ≈ | ≈ | Δ | ≈ | ≈ | ≈ | ≈ | ≈ | Δ | ≈ | |
| f6 | 3.48E−01 | 9.93E−02 | 6.53E−08 | 1.41E−01 | 9.71E−01 | 3.04E−01 | 4.29E−01 | 9.00E−01 | 1.39E−06 | 8.19E−01 |
| ≈ | ≈ | Δ | ≈ | ≈ | ≈ | ≈ | ≈ | Δ | ≈ | |
| f7 | 2.64E−01 | 5.40E−01 | 5.01E−01 | 1.09E−01 | 3.03E−02 | 6.10E−01 | 7.01E−02 | 2.97E−01 | 3.40E−01 | 8.53E−01 |
| ≈ | ≈ | ≈ | ≈ | Δ | ≈ | Δ | ≈ | ≈ | ≈ | |
| f8 | 5.30E−01 | 1.15E−01 | 2.37E−10 | 5.20E−01 | 5.55E−02 | 5.59E−01 | 5.40E−01 | 3.95E−01 | 3.34E−11 | 1.81E−01 |
| ≈ | ≈ | Δ | ≈ | ≈ | ≈ | ≈ | ≈ | Δ | ≈ | |
| f9 | 8.07E−01 | 8.88E−01 | 2.67E−09 | 6.73E−01 | 6.31E−01 | 8.30E−01 | 1.00E+00 | 3.33E−01 | 3.65E−08 | 1.76E−01 |
| ≈ | ≈ | Δ | ≈ | ≈ | ≈ | ≈ | ≈ | Δ | ≈ | |
| f10 | 2.28E−01 | 5.30E−01 | 4.44E−07 | 3.33E−01 | 5.37E−02 | 1.12E−01 | 2.71E−01 | 1.54E−01 | 6.67E−03 | 5.30E−01 |
| ≈ | ≈ | Δ | ≈ | ≈ | ≈ | ≈ | ≈ | Δ | ||
| f11 | 2.90E−01 | 9.23E−01 | 3.02E−11 | 2.12E−01 | 3.11E−01 | 9.94E−01 | 6.20E−01 | 2.71E−01 | 8.10E−10 | 4.73E−01 |
| ≈ | ≈ | Δ | ≈ | ≈ | ≈ | ≈ | ≈ | Δ | ≈ | |
| f12 | 2.07E−02 | 1.37E−01 | 3.02E−11 | 2.40E−01 | 1.12E−01 | 5.30E−01 | 5.20E−01 | 9.23E−01 | 3.02E−11 | 3.79E−01 |
| Δ | ≈ | Δ | ≈ | ≈ | ≈ | ≈ | ≈ | Δ | ≈ | |
| f13 | 7.28E−01 | 8.30E−01 | 3.02E−11 | 5.11E−01 | 4.12E−01 | 1.91E−01 | 5.59E−01 | 8.65E−01 | 1.21E−10 | 5.01E−01 |
| ≈ | ≈ | Δ | ≈ | ≈ | ≈ | ≈ | ≈ | Δ | ≈ | |
| f14 | 3.71E−01 | 6.95E−01 | 1.60E−07 | 2.71E−01 | 6.00E−01 | 9.23E−01 | 1.67E−01 | 7.06E−01 | 2.02E−08 | 6.84E−01 |
| ≈ | ≈ | Δ | ≈ | ≈ | ≈ | ≈ | ≈ | Δ | ≈ | |
| f15 | 6.35E−02 | 1.19E−01 | 3.02E−11 | 1.41E−01 | 6.57E−02 | 5.49E−01 | 1.22E−01 | 3.15E−02 | 3.02E−11 | 3.87E−01 |
| ≈ | ≈ | Δ | ≈ | ≈ | ≈ | ≈ | Δ | Δ | ≈ | |
| f16 | 3.71E−01 | 2.97E−01 | 3.20E−09 | 8.30E−01 | 2.40E−01 | 9.82E−01 | 4.38E−01 | 7.06E−01 | 6.72E−10 | 3.48E−01 |
| ≈ | ≈ | Δ | ≈ | ≈ | ≈ | ≈ | ≈ | Δ | ≈ | |
| f17 | 5.59E−01 | 7.01E−02 | 2.15E−06 | 6.31E−01 | 3.79E−01 | 8.65E−01 | 6.10E−01 | 3.79E−01 | 1.17E−03 | 7.28E−01 |
| ≈ | ≈ | Δ | ≈ | ≈ | ≈ | ≈ | ≈ | Δ | ≈ | |
| f18 | 1.71E−01 | 5.40E−01 | 5.49E−11 | 7.73E−01 | 1.19E−01 | 9.59E−01 | 6.79E−02 | 6.10E−01 | 1.33E−10 | 1.22E−01 |
| ≈ | ≈ | Δ | ≈ | ≈ | ≈ | ≈ | ≈ | Δ | ≈ | |
| f19 | 7.28E−01 | 2.64E−01 | 3.02E−11 | 4.20E−01 | 5.59E−01 | 4.46E−01 | 9.94E−01 | 4.92E−01 | 3.02E−11 | 3.79E−01 |
| ≈ | ≈ | Δ | ≈ | ≈ | ≈ | ≈ | ≈ | Δ | ≈ | |
| f20 | 4.83E−01 | 7.17E−01 | 3.04E−01 | 3.33E−01 | 1.58E−01 | 6.20E−01 | 9.00E−01 | 5.01E−01 | 9.05E−02 | 5.89E−01 |
| ≈ | ≈ | ≈ | ≈ | ≈ | ≈ | ≈ | ≈ | ≈ | ≈ | |
| f21 | 9.94E−01 | 5.11E−01 | 3.82E−09 | 4.29E−01 | 3.11E−01 | 1.58E−01 | 7.39E−01 | 2.46E−01 | 3.20E−09 | 9.59E−01 |
| ≈ | ≈ | Δ | ≈ | ≈ | ≈ | ≈ | ≈ | Δ | ≈ | |
| f22 | 3.71E−01 | 6.35E−02 | 2.38E−03 | 6.84E−01 | 5.79E−01 | 7.73E−01 | 8.88E−01 | 6.31E−01 | 3.77E−04 | 9.23E−01 |
| ≈ | ≈ | Δ | ≈ | ≈ | ≈ | ≈ | ≈ | Δ | ≈ | |
| f23 | 4.84E−02 | 6.95E−01 | 1.44E−02 | 7.62E−01 | 8.53E−01 | 1.12E−01 | 1.58E−01 | 2.58E−01 | 1.63E−02 | 5.30E−01 |
| Δ | ≈ | Δ | ≈ | ≈ | ≈ | ≈ | ≈ | Δ | ≈ | |
| f24 | 1.49E−01 | 7.84E−01 | 4.23E−03 | 7.73E−01 | 2.90E−01 | 6.10E−01 | 3.18E−01 | 8.65E−01 | 5.97E−05 | 9.82E−01 |
| ≈ | ≈ | Δ | ≈ | ≈ | ≈ | ≈ | ≈ | Δ | ≈ | |
| f25 | 1.08E−02 | 4.36E−02 | 3.02E−11 | 3.40E−01 | 5.69E−01 | 4.12E−01 | 1.30E−01 | 1.19E−01 | 3.02E−11 | 9.07E−03 |
| Δ | Δ | Δ | ≈ | ≈ | ≈ | ≈ | ≈ | Δ | Δ | |
| f26 | 4.12E−01 | 1.00E+00 | 6.72E−10 | 9.59E−01 | 6.79E−02 | 1.38E−02 | 7.39E−01 | 3.39E−02 | 3.08E−08 | 2.06E−01 |
| ≈ | ≈ | Δ | ≈ | ≈ | Δ | ≈ | Δ | Δ | ≈ | |
| f27 | 6.84E−01 | 2.23E−01 | 1.55E−09 | 6.00E−01 | 5.49E−01 | 3.63E−01 | 9.63E−02 | 8.88E−01 | 6.05E−07 | 6.41E−01 |
| ≈ | ≈ | Δ | ≈ | ≈ | ≈ | ≈ | ≈ | Δ | ≈ | |
| f28 | 3.11E−01 | 3.03E−02 | 3.02E−11 | 9.93E−02 | 1.91E−01 | 1.81E−01 | 3.95E−01 | 2.46E−01 | 3.02E−11 | 7.51E−01 |
| ≈ | Δ | Δ | ≈ | ≈ | ≈ | ≈ | ≈ | Δ | ≈ | |
| f29 | 1.96E−01 | 2.97E−01 | 6.53E−07 | 7.24E−02 | 6.95E−01 | 5.11E−01 | 1.26E−01 | 8.77E−01 | 5.86E−06 | 9.12E−01 |
| ≈ | ≈ | Δ | ≈ | ≈ | ≈ | ≈ | ≈ | Δ | ≈ | |
| f30 | 2.46E−01 | 3.39E−02 | 3.02E−11 | 2.90E−01 | 5.01E−01 | 9.59E−01 | 7.51E−01 | 3.18E−01 | 3.02E−11 | 4.64E−01 |
| ≈ | Δ | Δ | ≈ | ≈ | ≈ | ≈ | ≈ | Δ | ≈ | |
| (Δ/∇/≈) | 3/0/26 | 3/0/26 | 26/1/2 | 0/0/29 | 1/0/28 | 1/0/28 | 0/0/29 | 2/0/27 | 26/1/2 | 1/0/28 |