Classification on Shuttle (Accuracy, Macro-F1)
99.83AccuracyXGBoost
Evaluation results
| Method | Links | ||
|---|---|---|---|
| XGBoost2026.05 | 99.83 | 74.05 | |
| SGBSkNN2026.05 | 99.82 | 67.38 | |
| CART2026.05 | 99.81 | 71.4 | |
| KNN2026.05 | 99.8 | 66.37 | |
| MDL-GBC2026.05 | 99.77 | 71.35 | |
| SVM2026.05 | 99.45 | 47.4 | |
| ScOrGBC2026.05 | 99.22 | 57.56 | |
| GBTSVM2026.05 | 61.99 | 25.58 | |
| HDSSLLabel Ratio=1.0%2026.06 | 0.9672 | — | |
| HDSSLLabel ratio=1.0%2026.06 | 0.9672 | — | |
| ReSSLLabel Ratio=1.0%2026.06 | 0.964 | — | |
| ReSSLLabel ratio=1.0%2026.06 | 0.964 | — | |
| SLeDGeLabel Ratio=1.0%2026.06 | 0.937 | — | |
| SLeDGeLabel ratio=1.0%2026.06 | 0.937 | — | |
| HDSSLLabel Ratio=0.1%2026.06 | 0.8662 | — | |
| HDSSLLabel ratio=0.1%2026.06 | 0.8662 | — | |
| SLeDGe-LLabel Ratio=1.0%2026.06 | 0.8519 | — | |
| SLeDGe-LLabel ratio=1.0%2026.06 | 0.8519 | — | |
| ReSSLLabel Ratio=0.1%2026.06 | 0.835 | — | |
| ReSSLLabel ratio=0.1%2026.06 | 0.835 | — | |
| TLPLabel Ratio=0.1%2026.06 | 0.7874 | — | |
| TLPLabel ratio=0.1%2026.06 | 0.7874 | — | |
| TLPLabel Ratio=1.0%2026.06 | 0.786 | — | |
| TLPLabel ratio=1.0%2026.06 | 0.786 | — | |
| SLeDGe-LLabel Ratio=0.1%2026.06 | 0.7787 | — | |
| SLeDGe-LLabel ratio=0.1%2026.06 | 0.7787 | — | |
| SLeDGeLabel Ratio=0.1%2026.06 | 0.6914 | — | |
| SLeDGeLabel ratio=0.1%2026.06 | 0.6914 | — |