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. 2021 Mar 29;21(7):2361. doi: 10.3390/s21072361

Table 7.

Classification: positive vs. negative variables, F1-scores of the cross-validation on the training set.

Algorithm Class Positive Variables Negative Variables
Sen Spec F1 Sen Spec F1
KNN Normal Weight 0.38 0.66 0.43 0.67 0.90 0.79
Overweight 0.35 0.69 0.45 0.83
Obesity 0.41 0.78 0.86 0.96
CART Normal Weight 0.33 0.67 0.44 0.67 0.89 0.77
Overweight 0.15 0.80 0.30 0.85
Obesity 0.50 0.74 0.87 0.91
SVC Normal Weight 0.48 0.73 0.51 0.79 0.91 0.86
Overweight 0.30 0.74 0.45 0.93
Obesity 0.51 0.74 0.96 0.96
MLP Normal Weight 0.50 0.69 0.52 0.71 0.90 0.82
Overweight 0.25 0.78 0.40 0.90
Obesity 0.53 0.77 0.94 0.94
AB Normal Weight 0.42 0.68 0.49 0.69 0.87 0.70
Overweight 0.15 0.83 0.55 0.76
Obesity 0.56 0.63 0.68 0.94
GB Normal Weight 0.40 0.75 0.51 0.69 0.91 0.81
Overweight 0.25 0.81 0.35 0.92
Obesity 0.57 0.59 0.96 0.88
RF Normal Weight 0.38 0.72 0.47 0.75 0.89 0.82
Overweight 0.20 0.80 0.35 0.92
Obesity 0.52 0.56 0.94 0.93
ET Normal Weight 0.38 0.73 0.49 0.75 0.88 0.81
Overweight 0.20 0.78 0.30 0.91
Obesity 0.55 0.62 0.93 0.93