Table 7.

Show and no-show Adasyn appointment prediction result by mean square error and AUC.

Algorithm	MSE	AUC
Random forest	0.16	83.26%
Decision tree	0.15	85.03%
Logistic regression	0.334	66.51%
XG Boost	0.21	78.43%
Gradient boosting	0.255	74.46%
Adaboost	0.279	71.98%
Naive Bayes	0.338	66.20%
SGD	0.339	63.49%
Multilayer perceptron	0.3408	65.94%
SVM	0.28	68.90%