Table 6.
Performance of the machine learning models for predicting whether food marketing instances appealed to children
Model | True positive rate | True negative rate | ROC-AUC |
---|---|---|---|
Logistic regression | 57·7 | 57·6 | 0·61 |
Random forest | 60·7 | 56·5 | 0·65 |
Gradient boosting | 59·2 | 55·9 | 0·60 |
Conditional inference tree | 59·0 | 60·0 | 0·60 |
ROC-AUC: The receiver-operating characteristic curve and AUC.