Table 13.

Results of models evaluated as low performing in the study.

Model type	Preset	Accuracy % (Validation)	Accuracy % (Test)	Macro precision % (Validation)	Macro recall % (Validation)	Macro F1 score % (Validation)	Macro precision % (Test)	Macro recall % (Test)	Macro F1 score % (Test)
Tree	Medium Tree	78.41	78.72	80.16	78.41	78.26	81.12	78.72	78.33
	Coarse Tree	49.16	49.95	52.54	49.16	48.55	51.67	49.95	48.66
Naive Bayes	Gaussian Naive Bayes	38.20	38.46	42.33	38.20	34.41	42.10	38.46	34.72
	Kernel Naive Bayes	69.09	71.66	72.42	69.09	68.95	74.51	71.66	71.63
SVM	Linear SVM	71.59	72.01	71.60	71.59	71.52	72.07	72.01	71.96
	Coarse Gaussian SVM	71.16	74.05	71.13	71.16	71.13	74.01	74.05	74.02
Ensemble	Subspace Discriminant	64.25	64.05	64.21	64.25	64.21	63.96	64.05	63.97
	Subspace KNN	68.36	73.70	68.47	68.36	68.41	73.69	73.70	73.69
	RUSBoosted Trees	78.41	78.72	80.16	78.41	78.26	81.12	78.72	78.33