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Table 4 Evaluation metrics shown by different models on predicting outpatients no-show using tenfold cross validation

From: Predictors of outpatients’ no-show: big data analytics using apache spark

 

Accuracy

Precision

Recall

F-measure

ROC Area

Random Forest

0.76

0.76

0.76

0.68

0.77

Gradient Boosting

0.79

0.77

0.79

0.77

0.81

Logistic Regression

0.75

0.73

0.75

0.70

0.73

SVM

0.73

0.70

0.73

0.62

0.73

Multilayer Perceptron

0.77

0.75

0.77

0.72

0.78