Classification on HAR (Accuracy)
0.9577AccuracyFull-Dimensional
Evaluation Results
| Method | Links | |
|---|---|---|
| Full-Dimensional2017.02 | 0.9577 | |
| CAENumber of selected features=502020.12 | 0.917 | |
| QuickSelectionNumber of selected features=50, Hyperparameter tuning=Grid search2020.12 | 0.905 | |
| PCAK=202017.02 | 0.9037 | |
| QuickSelectionNumber of selected features=50, Epochs=1002020.12 | 0.902 | |
| MCFSNumber of selected features=502020.12 | 0.889 | |
| QuickSelectionNumber of selected features=50, Epochs=102020.12 | 0.888 | |
| AEFSNumber of selected features=502020.12 | 0.877 | |
| FCAENumber of selected features=502020.12 | 0.874 | |
| LSNumber of selected features=502020.12 | 0.864 | |
| SLeDGeLabel Ratio=1.0%2026.06 | 0.8242 | |
| SLeDGeLabel ratio=1.0%2026.06 | 0.8242 | |
| Random ProjectionK=202017.02 | 0.8172 | |
| DCAK=202017.02 | 0.7941 | |
| SLeDGe-LLabel Ratio=1.0%2026.06 | 0.7778 | |
| SLeDGe-LLabel ratio=1.0%2026.06 | 0.7778 | |
| RUCAK=20, rho_p=12017.02 | 0.747 | |
| MDRK=202017.02 | 0.7346 | |
| RUCAK=20, rho_p=102017.02 | 0.7021 | |
| RUCAK=20, rho_p=1002017.02 | 0.6984 | |
| RUCAK=20, rho_p=10002017.02 | 0.6981 | |
| HDSSLLabel Ratio=1.0%2026.06 | 0.6682 | |
| HDSSLLabel ratio=1.0%2026.06 | 0.6682 | |
| Full-Dimensional2017.02 | 0.6485 | |
| SLeDGeLabel Ratio=0.1%2026.06 | 0.6083 | |
| SLeDGeLabel ratio=0.1%2026.06 | 0.6083 | |
| SLeDGe-LLabel Ratio=0.1%2026.06 | 0.6057 | |
| SLeDGe-LLabel ratio=0.1%2026.06 | 0.6057 | |
| ReSSLLabel Ratio=1.0%2026.06 | 0.6032 | |
| ReSSLLabel ratio=1.0%2026.06 | 0.6032 | |
| RUCAK=20, rho_p=102017.02 | 0.5906 | |
| RUCAK=20, rho_p=1002017.02 | 0.5905 | |
| RUCAK=20, rho_p=10002017.02 | 0.5903 | |
| RUCAK=20, rho_p=12017.02 | 0.5891 | |
| DCAK=202017.02 | 0.5852 | |
| MDRK=202017.02 | 0.5257 | |
| PCAK=202017.02 | 0.5007 | |
| Random ProjectionK=202017.02 | 0.3847 | |
| ReSSLLabel Ratio=0.1%2026.06 | 0.3844 | |
| ReSSLLabel ratio=0.1%2026.06 | 0.3844 | |
| TLPLabel Ratio=0.1%2026.06 | 0.2236 | |
| TLPLabel ratio=0.1%2026.06 | 0.2236 | |
| HDSSLLabel Ratio=0.1%2026.06 | 0.2087 | |
| HDSSLLabel ratio=0.1%2026.06 | 0.2087 | |
| TLPLabel Ratio=1.0%2026.06 | 0.1988 | |
| TLPLabel ratio=1.0%2026.06 | 0.1988 |