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

Table 3

The optimal hyperparameters for each classifier.

Experiment	Classifier	Hyperparameter	Values	Validation accuracy
Experiment 1	SVM	Cost	5	85.90%
		Gamma	1
		Kernel	Linear
	LR	Cost	1	85.90%
		Penalty	L1
		Solver	Saga
	Adaboost	N_estimators	80	84.61%
		Learning_rate	0.1
Experiment 2	SVM	Cost	5	87.49%
		Gamma	0.1
		Kernel	RBF
	LR	Cost	3	87.77%
		Penalty	L2
		Solver	Newton-cg
	Adaboost	N_estimators	100	86.06%
		Learning_rate	0.1