Research Article

A Novel Ensemble-Based Technique for the Preemptive Diagnosis of Rheumatoid Arthritis Disease in the Eastern Province of Saudi Arabia Using Clinical Data

Table 4

Classifiers testing accuracy, precision, and recall using the optimal hyperparameters.

ExperimentClassifierTest accuracyTest precisionTest recall

Experiment 1SVM93.28%93.42%94.67%
LR91.04%89.87%94.67%
Adaboost91.79%93.24%92.00%
Voting94.03%93.51%96.00%

Experiment 2SVM91.79%92.11%93.33%
LR93.28%93.42%94.67%
Adaboost89.55%94.20%86.67%
Voting93.28%93.42%94.67%