Global Sensitivity Analysis on 3-variable analytical problem (test)
0.552Sensitivity (x1)Sh_bar
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Sh_barDescription=Averaged SHAP2025.12 | 0.552 | 1.75 | 0.75 | — | — | — | |
| IpdpDescription=PDP-based feature importance2025.12 | 0.116 | 0.003 | 0.01 | — | — | — | |
| mu_I,iceMethod category=ICE-based global sensitivity metric2025.12 | 0.116 | 2.908 | 2.505 | — | — | — | |
| STDescription=Total order Sobol indices2025.12 | 0.003 | 0.997 | 0.998 | — | — | — | |
| SFDescription=First-order Sobol indices2025.12 | 0.001 | 0.004 | 0.001 | — | — | — | |
| sigma_I,iceMethod category=ICE-based global sensitivity metric2025.12 | 0 | 0 | 1.449 | — | — | — | |
| sigma_rhoMethod category=ICE-based correlation value2025.12 | 0 | 1 | 1 | — | — | — | |
| Ipdp,ijMethod Type=PDP-based interaction index2025.12 | — | — | — | 0 | 0 | 0.771 | |
| Sh_ijMethod Type=SHAP-based interaction index2025.12 | — | — | — | 0 | 0 | 1.246 | |
| SijMethod Type=Sobol' interaction index2025.12 | — | — | — | 0.004 | 0.004 | 0.993 |