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. 2024 May 15;14:11084. doi: 10.1038/s41598-024-61267-0

Table 5.

Sleep posture recognition precision of different ensemble classifiers with SE feature set.

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

Significants values are in bold.