Research Article

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

Table 5

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

AlgorithmMSEAUC

Random forest0.106992.09%
Decision tree0.128587.13%
Logistic regression0.127387.25%
XG Boost0.190680.92%
Gradient boosting0.233076.69%
Adaboost0.264673.53%
SVM0.295370.45%
Naive Bayes0.327767.21%
SGD17.7155.47%
Multilayer perceptron0.328267.14%