Research Article

[Retracted] Efficient Prediction of Missed Clinical Appointment Using Machine Learning

Table 10

Comparison of all balanced analyzed data against random forest and decision tree.

MeasuresAlgorithmsRandom forest (%)Decision tree

Accuracy (%)SM-AD-RUS84.96-83.17-85.2685.18-85.03-86.50
Precision (%)SM-AD-RUS80-78-8082-81-83
Recall (%)SM-AD-RUS93-93-9490-90-92
F1-score (%)SM-AD-RUS86.25-85-8686.42-86-87
MSESM-AD-RUS0.1069-0.16-0.14730.1285-0.15-0.135
AUC (%)SM-AD-RUS92.09-83.26-85.2687.13-85.03-86.50