Stage 2 region-specific track classification on AoA features 2000 snapshots NLoS
97.99AccuracyGBM
Evaluation Results
| Method | Links | |
|---|---|---|
| GBMAoA Estimator=MUSIC, Optimization=Optuna2026.05 | 97.99 | |
| GBMAoA Estimator=ESPRIT, Optimization=Optuna2026.05 | 96.64 | |
| RFAoA Estimator=MUSIC, Optimization=Optuna2026.05 | 95.81 | |
| RFAoA Estimator=ESPRIT, Optimization=Optuna2026.05 | 95.81 | |
| SVMAoA Estimator=ESPRIT, Optimization=Optuna2026.05 | 95.65 | |
| KNNAoA Estimator=ESPRIT, Optimization=Optuna2026.05 | 91.46 | |
| KNNAoA Estimator=ESPRIT, Optimization=Baseline2026.05 | 90.3 | |
| LightGBMAoA Estimator=ESPRIT, Optimization=Optuna2026.05 | 89.45 | |
| XGBoostAoA Estimator=ESPRIT, Optimization=Optuna2026.05 | 89.11 | |
| XGBoostAoA Estimator=MUSIC, Optimization=Optuna2026.05 | 88.62 | |
| LightGBMAoA Estimator=MUSIC, Optimization=Optuna2026.05 | 88.27 | |
| RFAoA Estimator=ESPRIT, Optimization=Baseline2026.05 | 87.4 | |
| RFAoA Estimator=MUSIC, Optimization=Baseline2026.05 | 87.1 | |
| SVMAoA Estimator=MUSIC, Optimization=Optuna2026.05 | 79.73 | |
| LightGBMAoA Estimator=ESPRIT, Optimization=Baseline2026.05 | 75.4 | |
| XGBoostAoA Estimator=MUSIC, Optimization=Baseline2026.05 | 75 | |
| LightGBMAoA Estimator=MUSIC, Optimization=Baseline2026.05 | 74.2 | |
| XGBoostAoA Estimator=ESPRIT, Optimization=Baseline2026.05 | 73.7 | |
| KNNAoA Estimator=MUSIC, Optimization=Baseline2026.05 | 72.4 | |
| KNNAoA Estimator=MUSIC, Optimization=Optuna2026.05 | 72.2 | |
| GBMAoA Estimator=MUSIC, Optimization=Baseline2026.05 | 71.2 | |
| GBMAoA Estimator=ESPRIT, Optimization=Baseline2026.05 | 68.3 | |
| LRAoA Estimator=ESPRIT, Optimization=Baseline2026.05 | 60.4 | |
| LRAoA Estimator=ESPRIT, Optimization=Optuna2026.05 | 59.8 | |
| LRAoA Estimator=MUSIC, Optimization=Optuna2026.05 | 54.11 | |
| LRAoA Estimator=MUSIC, Optimization=Baseline2026.05 | 50.1 |