Research Article

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

Table 9

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

AlgorithmMSEAUC

Random forest0.147385.26%
Decision tree0.13586.50%
Logistic regression0.35264.77%
XG Boost0.20879.12%
Gradient boosting0.24375.68%
Adaboost0.28171.9%
Naive Bayes0.346.65.37%
SGD0.354660.96%
Multilayer perceptron0.364863.62%
SVM0.26.68.58%