Model Explanation on Synthetic Dataset ρ = 0.9
97.7StabilityStochastic Retrain
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Stochastic RetrainModel Independence=Independent, Time (s)=233.52026.03 | 97.7 | 98.8 | 18.2 | |
| DASH (MaxMin)Model Independence=Independent, Time (s)=140.32026.03 | 97.7 | 98.8 | 17.6 | |
| Random SelectionModel Independence=Independent, Training Budget (M)=Matched (M=200), Time (s)=287.22026.03 | 97.6 | 98.8 | 18.7 | |
| Naive Top-NModel Independence=Independent2026.03 | 97.6 | 98.8 | 18.7 | |
| Single BestModel Independence=Dependent, Training Budget (M)=Matched (M=200), Time (s)=248.82026.03 | 96.4 | 98.1 | 21.2 | |
| Single BestModel Independence=Dependent, Time (s)=43.52026.03 | 95.8 | 97.8 | 22.4 | |
| Ensemble SHAPModel Independence=Dependent2026.03 | 95.6 | 97.7 | 23.7 | |
| LSM (Tuned)Model Independence=Dependent, Time (s)=88.92026.03 | 94.8 | 97.2 | 27.2 | |
| Large Single ModelModel Independence=Dependent, Time (s)=6.42026.03 | 93.8 | 96.7 | 26.2 |