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.
| Algorithm | MSE | AUC |
| Random forest | 0.1473 | 85.26% | Decision tree | 0.135 | 86.50% | Logistic regression | 0.352 | 64.77% | XG Boost | 0.208 | 79.12% | Gradient boosting | 0.243 | 75.68% | Adaboost | 0.281 | 71.9% | Naive Bayes | 0.346. | 65.37% | SGD | 0.3546 | 60.96% | Multilayer perceptron | 0.3648 | 63.62% | SVM | 0.26. | 68.58% |
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