Breast Cancer Detection with Reduced Feature Set

Table 4

The comparison of ICA algorithm’s effect on the classifiers’ performance measures (sensitivity, specificity, accuracy, and -score in %).

Measures	-NN		ANN		RBFNN		SVM (RBF K.)
	1F	30F	1F	30F	1F	30F	1F	30F
-score	92.98	94.65	92.76	98.07	92.61	80.57	93.04	96.21
DP	2.539	2.912	2.655	InF	2.606	1.131	2.769	3.267
	0.795	0.839	0.766	0.934	0.763	0.284	0.772	0.899
Accuracy	91.03	93.14	90.5	97.53	90.49	87.17	90.86	95.25
Specificity	84.9	87.26	79.71	93.39	79.71	34.9	79.71	93.86
Sensitivity	94.67	96.63	96.91	100	96.63	93.55	97.47	96.07