Table 5 Sleep posture recognition precision of different ensemble classifiers with SE feature set.
From: A dual fusion recognition model for sleep posture based on air mattress pressure detection
Validation Scheme | tenfold | LOOCV | ||
|---|---|---|---|---|
Posture | Supine | Lateral | Supine | Lateral |
RandomForest | 0.960 | 0.961 | 0.906 | 0.915 |
Bagging | 0.973 | 0.979 | 0.851 | 0.857 |
GDBT | 0.974 | 0.977 | 0.849 | 0.851 |
XGBoost | 0.974 | 0.977 | 0.835 | 0.840 |
SPR-DE | 0.996 | 0.998 | 0.996 | 0.991 |
