Table 24 Sensitivity analysis for key hyperparameters.
Parameter | Range tested | Optimal value | Sensitivity | Performance impact |
|---|---|---|---|---|
α (Hunting weight) | 0.1–0.7 | 0.4 | Low | ± 2.3% accuracy |
β (Migration weight) | 0.1–0.6 | 0.3 | Medium | ± 4.1% accuracy |
γ (Reproduction weight) | 0.1–0.6 | 0.3 | Medium | ± 3.8% accuracy |
δ (Foraging weight) | 0.2–0.6 | 0.35 | High | ± 5.7% accuracy |
ε (Social weight) | 0.2–0.6 | 0.35 | High | ± 5.2% accuracy |
ζ (Territorial weight) | 0.1–0.5 | 0.30 | Medium | ± 3.9% accuracy |
λ (Identity weight) | 1.0–20.0 | 10.0 | Low | ± 1.8% accuracy |
