Research Article
Modified Atom Search Optimization Based on Immunologic Mechanism and Reinforcement Learning
Table 7
Test statistical results of the Wilcoxon rank sum test.
| Algorithm | f1(x) | f2(x) | f3(x) | H | P | Sig | H | P | Sig | H | P | Sig |
| ASO_chaos/ASO | 0 | 0.314619 | ≈ | 0 | 0.324488 | ≈ | 0 | 0.328083 | ≈ | ASO_vaccine/ASO | 0 | 0.488314 | ≈ | 0 | 0.641407 | ≈ | 0 | 0.195942 | ≈ | ASO_rl/ASO | 0 | 0.701861 | ≈ | 0 | 0.925725 | ≈ | 0 | 0.920272 | ≈ |
| | f4(x) | f5(x) | f6(x) | H | P | Sig | H | P | Sig | H | P | Sig |
| ASO_chaos/ASO | 0 | 0.244594 | ≈ | 0 | 0.062368 | ≈ | 0 | 0.701051 | ≈ | ASO_vaccine/ASO | 0 | 0.553674 | ≈ | 1 | 0.030511 | + | 0 | 0.315137 | ≈ | ASO_rl/ASO | 0 | 0.893699 | ≈ | 1 | 0.000289 | + | 0 | 0.706156 | ≈ |
| | f7(x) | f8(x) | f9(x) | H | P | Sig | H | P | Sig | H | P | Sig |
| ASO_chaos/ASO | 0 | 0.321172 | ≈ | 0 | 0.307772 | ≈ | 1 | 0.000331 | + | ASO_vaccine/ASO | 0 | 0.41769 | ≈ | 0 | 0.457487 | ≈ | 1 | 0.004432 | + | ASO_rl/ASO | 0 | 0.801112 | ≈ | 0 | 0.636002 | ≈ | 1 | 0.03666 | + |
| | f10(x) | f11(x) | f12(x) | H | P | Sig | H | P | Sig | H | P | Sig |
| ASO_chaos/ASO | 1 | 8.67E − 08 | + | 0 | 0.301404 | ≈ | 0 | 0.321245 | ≈ | ASO_vaccine/ASO | 1 | 7.45E − 07 | + | 0 | 0.205611 | ≈ | 0 | 0.231387 | ≈ | ASO_rl/ASO | 1 | 1.61E − 07 | + | 0 | 0.898369 | ≈ | 0 | 0.914785 | ≈ |
| | f13(x) | f14(x) | f15(x) | H | P | Sig | H | P | Sig | H | P | Sig |
| ASO_chaos/ASO | 1 | 2.53E − 18 | + | 1 | 0.018586 | + | 1 | 0.02315 | + | ASO_vaccine/ASO | 1 | 8.18E − 05 | + | 0 | 0.064058 | ≈ | 0 | 0.479393 | ≈ | ASO_rl/ASO | 1 | 0.000381 | + | 1 | 0.000728 | + | 0 | 0.075423 | ≈ |
| | f16(x) | f17(x) | f18(x) | H | P | Sig | H | P | Sig | H | P | Sig |
| ASO_chaos/ASO | 0 | 0.449624 | ≈ | 0 | 0.385929 | ≈ | 0 | 0.311159 | ≈ | ASO_vaccine/ASO | 0 | 0.462677 | ≈ | 0 | 0.458521 | ≈ | 0 | 0.555353 | ≈ | ASO_rl/ASO | 0 | 0.769354 | ≈ | 0 | 0.753607 | ≈ | 0 | 0.8118 | ≈ |
| | f19(x) | f20(x) | f21(x) | H | P | Sig | H | P | Sig | H | P | Sig |
| ASO_chaos/ASO | 1 | 0.000516 | + | 0 | 0.389344 | ≈ | 1 | 4.02E − 07 | + | ASO_vaccine/ASO | 1 | 0.003634 | + | 0 | 0.412808 | ≈ | 1 | 1.92E − 08 | + | ASO_rl/ASO | 1 | 0.013797 | + | 0 | 0.636028 | ≈ | 1 | 6.05E − 07 | + |
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