Regression on Lattice Dataset (80% uniform sampling)
0.99R^2XGBoost
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| XGBoostSampling Strategy=80% Uniform2026.02 | 0.99 | 0.01 | 0.02 | 4 | |
| GPSampling Strategy=80% Uniform2026.02 | 0.99 | 0.01 | 0.01 | 2 | |
| CPDSampling Strategy=80% Uniform2026.02 | 0.99 | 0.01 | 0.02 | 3 | |
| RFSampling Strategy=80% Uniform2026.02 | 0.98 | 0.02 | 0.03 | 7 | |
| NeATSampling Strategy=80% Uniform2026.02 | 0.98 | 0.02 | 0.03 | 5 | |
| CatBoostSampling Strategy=80% Uniform2026.02 | 0.95 | 0.03 | 0.05 | 13 | |
| CPD-SSampling Strategy=80% Uniform2026.02 | 0.91 | 0.05 | 0.06 | 17 | |
| CoSTCoSampling Strategy=80% Uniform2026.02 | 0.9 | 0.05 | 0.06 | 17 | |
| LRSampling Strategy=80% Uniform2026.02 | 0.86 | 0.06 | 0.08 | 17 | |
| MLPSampling Strategy=80% Uniform2026.02 | 0.77 | 0.08 | 0.1 | 22 |