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 |