The Construction of Support Vector Machine Classifier Using the Firefly Algorithm

Table 3

The Matthews correlation coefficient for Table 2.

Data set	Firefly-SVM	PSO-SVM	LIBSVM
SPECTF heart	0.5104	0.4453	0.4592
Breast Cancer Wisconsin (diagnosis)	0.9663	0.9475	0.9598
Statlog (heart)	0.9962	0.9242	0.9019
German credit data	0.4981	0.3977	0.4721
Sonar	0.8488	0.8358	0.7865
Pima-Indians-diabetes	0.5580	0.5258	0.4206
Australian credit approval	0.7707	0.6417	0.6734
Liver disorders	0.4967	0.4529	0.3869
Ionosphere	0.9374	0.9032	0.8863
Breast Cancer Wisconsin (original)	0.9462	0.9242	0.9019