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ResearchFormerly WizWand

Stage 2 region-specific track classification on AoA features 2000 snapshots NLoS

97.99AccuracyGBM
48.184461.114774.04586.9753May 6, 2026
Updated 6mo ago

Evaluation results

MethodLinks
GBMAoA Estimator=MUSIC, Optimization=Optuna2026.0597.99
GBMAoA Estimator=ESPRIT, Optimization=Optuna2026.0596.64
RFAoA Estimator=MUSIC, Optimization=Optuna2026.0595.81
RFAoA Estimator=ESPRIT, Optimization=Optuna2026.0595.81
SVMAoA Estimator=ESPRIT, Optimization=Optuna2026.0595.65
KNNAoA Estimator=ESPRIT, Optimization=Optuna2026.0591.46
KNNAoA Estimator=ESPRIT, Optimization=Baseline2026.0590.3
LightGBMAoA Estimator=ESPRIT, Optimization=Optuna2026.0589.45
XGBoostAoA Estimator=ESPRIT, Optimization=Optuna2026.0589.11
XGBoostAoA Estimator=MUSIC, Optimization=Optuna2026.0588.62
LightGBMAoA Estimator=MUSIC, Optimization=Optuna2026.0588.27
RFAoA Estimator=ESPRIT, Optimization=Baseline2026.0587.4
RFAoA Estimator=MUSIC, Optimization=Baseline2026.0587.1
SVMAoA Estimator=MUSIC, Optimization=Optuna2026.0579.73
LightGBMAoA Estimator=ESPRIT, Optimization=Baseline2026.0575.4
XGBoostAoA Estimator=MUSIC, Optimization=Baseline2026.0575
LightGBMAoA Estimator=MUSIC, Optimization=Baseline2026.0574.2
XGBoostAoA Estimator=ESPRIT, Optimization=Baseline2026.0573.7
KNNAoA Estimator=MUSIC, Optimization=Baseline2026.0572.4
KNNAoA Estimator=MUSIC, Optimization=Optuna2026.0572.2
GBMAoA Estimator=MUSIC, Optimization=Baseline2026.0571.2
GBMAoA Estimator=ESPRIT, Optimization=Baseline2026.0568.3
LRAoA Estimator=ESPRIT, Optimization=Baseline2026.0560.4
LRAoA Estimator=ESPRIT, Optimization=Optuna2026.0559.8
LRAoA Estimator=MUSIC, Optimization=Optuna2026.0554.11
LRAoA Estimator=MUSIC, Optimization=Baseline2026.0550.1