Table 6.

Comparison of classification results with and without prior feature selection using the all-features, P-Fuzzy, and proposed Q-Fuzzy approaches.

Cell Category	All Features (k = 5)			P-Fuzzy (k = 4)			Q-Fuzzy (k = 4)
	Precision	Recall	F1 Score	Precision	Recall	F1 Score	Precision	Recall	F1 Score
Normal superficial	0.83	0.86	0.84	0.95	0.91	0.93	0.95	0.95	0.95
Normal intermediate	0.82	0.74	0.78	0.89	0.84	0.86	0.89	0.89	0.89
Normal columnar	0.63	0.67	0.65	0.65	0.72	0.68	0.61	0.74	0.67
Carcinoma in situ	0.74	0.83	0.78	0.81	0.87	0.84	0.84	0.90	0.87
Light dysplastic	0.83	0.78	0.81	0.88	0.94	0.91	0.89	0.97	0.93
Moderate dysplastic	0.69	0.85	0.76	0.83	0.96	0.89	0.89	0.96	0.93
Severe dysplastic	0.79	0.62	0.70	0.86	0.65	0.74	0.88	0.61	0.72