A Fast Hybrid Classification Algorithm with Feature Reduction for Medical Images

Table 5

Statistics for using CNN model and -means with and without feature selection and our QGH algorithm with fuzzy -means.

	CNN model classifier without feature selection	CNN model classifier with feature selection	-means classifier without feature selection	-means classifier with feature selection	Our proposed model with prior 7 feature selection QGH algorithm with fuzzy -means
Correctly classified	0.841	0.912	0.867	0.919	0.96
Incorrectly classified	0.159	0.088	0.137	0.081	0.04
Kappa coefficient (interqualitative reliability)	0.187	0.201	0.177	0.299	0.314
Mean square error	0.841	0.521	0.648	0.483	0.311