Interaction value estimation on Diabetes (test)
0.0028Time (s)TN-SHAP
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| TN-SHAPBudget=–2025.10 | 0.0028 | 0.994 | 4.8 | |
| TN-SHAPBudget=–2025.10 | 0.0039 | 0.637 | 3.9 | |
| TN-SHAPBudget=–2025.10 | 0.0051 | 0.143 | 1.9 | |
| TN-SHAPOrder=k = 3, Budget=–, Targets=892025.10 | 0.0052 | 0.1433 | 0.0002 | |
| PermutationSampOrder=k = 3, Budget=50.0, Targets=892025.10 | 0.0264 | 0 | 0.0001 | |
| PermutationSampOrder=k = 3, Budget=100.0, Targets=892025.10 | 0.0265 | 0 | 0.0001 | |
| RegressionFSIIOrder=k = 3, Budget=50.0, Targets=892025.10 | 0.0587 | 0.008 | 0.2495 | |
| SHAPIQ (MonteCarlo SII)Order=k = 3, Budget=50.0, Targets=892025.10 | 0.0669 | 0.0059 | 0.0512 | |
| SHAPIQBudget=1002025.10 | 0.0875 | 0.99 | 7.9 | |
| SHAPIQBudget=1002025.10 | 0.0875 | 0.498 | 5.7 | |
| RegressionFSIIOrder=k = 3, Budget=100.0, Targets=892025.10 | 0.0917 | -0.004 | 0.8879 | |
| KernelSHAPIQOrder=k = 3, Budget=50.0, Targets=892025.10 | 0.0964 | -0.006 | 0.0002 | |
| SHAPIQ (MonteCarlo SII)Order=k = 3, Budget=100.0, Targets=892025.10 | 0.1011 | 0.0114 | 0.0105 | |
| KernelSHAPIQOrder=k = 3, Budget=100.0, Targets=892025.10 | 0.1645 | 0.0568 | 0.0002 | |
| SHAPIQBudget=1002025.10 | 0.178 | 0.085 | 1.9 | |
| PermutationSampOrder=k = 3, Budget=500.0, Targets=892025.10 | 0.2706 | 0.0693 | 0.0002 | |
| RegressionFSIIOrder=k = 3, Budget=500.0, Targets=892025.10 | 0.2769 | 0.2364 | 0.0001 | |
| SHAPIQ (MonteCarlo SII)Order=k = 3, Budget=500.0, Targets=892025.10 | 0.2937 | 0.0183 | 0.0176 | |
| KernelSHAPIQOrder=k = 3, Budget=500.0, Targets=892025.10 | 0.3584 | 0.1476 | 0.0004 | |
| RegressionFSIIOrder=k = 3, Budget=2000.0, Targets=892025.10 | 0.4558 | 0.3096 | 0.0001 | |
| RegressionFSIIOrder=k = 3, Budget=10000.0, Targets=892025.10 | 0.4641 | 0.2584 | 0.0001 | |
| RegressionFSIIOrder=k = 3, Budget=1000.0, Targets=892025.10 | 0.4805 | 0.2579 | 0.0001 | |
| SHAPIQ (MonteCarlo SII)Order=k = 3, Budget=2000.0, Targets=892025.10 | 0.4818 | 0.273 | 0.0001 | |
| SHAPIQ (MonteCarlo SII)Order=k = 3, Budget=10000.0, Targets=892025.10 | 0.4832 | 0.2252 | 0.0002 | |
| SHAPIQ (MonteCarlo SII)Order=k = 3, Budget=1000.0, Targets=892025.10 | 0.5078 | 0.1013 | 0.0006 | |
| PermutationSampOrder=k = 3, Budget=1000.0, Targets=892025.10 | 0.5102 | 0.0786 | 0.0004 | |
| KernelSHAPIQOrder=k = 3, Budget=10000.0, Targets=892025.10 | 0.5436 | 0.2252 | 0.0002 | |
| KernelSHAPIQOrder=k = 3, Budget=2000.0, Targets=892025.10 | 0.5491 | 0.273 | 0.0001 | |
| KernelSHAPIQOrder=k = 3, Budget=1000.0, Targets=892025.10 | 0.5719 | 0.2009 | 0.0002 | |
| SHAPIQBudget=10002025.10 | 0.633 | 0.633 | 3.38 | |
| SHAPIQBudget=10002025.10 | 0.635 | 0.98 | 15.4 | |
| SHAPIQBudget=10002025.10 | 0.738 | 0.175 | 2.83 | |
| PermutationSampOrder=k = 3, Budget=2000.0, Targets=892025.10 | 0.9893 | 0.153 | 0.0002 | |
| PermutationSampOrder=k = 3, Budget=10000.0, Targets=892025.10 | 4.788 | 0.1706 | 0.0002 |