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. 2021 Oct 13;21(20):6812. doi: 10.3390/s21206812

Table 21.

Results for the combined sets of attributes.

Attributes Model Accuracy Precision Recall F1 Score
Physical Appearance SVC 71.0% 72.8% 71.2% 0.708
KNN 75.4% 76.8% 75.3% 0.750
AdaBoost 72.3% 73.5% 72.1% 0.719
Physical appearance + Space and Environment Attributes SVC 83.9% 86.1% 83.4% 0.831
KNN 81.8% 86.4% 81.2% 0.807
AdaBoost 76.3% 78.4% 75.8% 0.755
Physical Appearance + Space and Environment Attributes + Body Gestures and Actions SVC 91.3% 92.3% 91.2% 0.912
KNN 94.7% 95.5% 94.4% 0.946
AdaBoost 92.5% 93.2% 92.7% 0.925
All Attributes SVC 94.6% 95.3% 94.6% 0.945
KNN 95.6% 96.2% 95.7% 0.956
AdaBoost 93.5% 94.1% 93.4% 0.934