Software Defect Prediction Based on Fuzzy Weighted Extreme Learning Machine with Relative Density Information

Table 7

Cliff’s in terms of -mean between FWELM-INTRA and other approaches.

Data set	FWELM-INTER	ELM	ELM-RUS	ELM-ROS	ELM-SMOTE	WELM1	WELM2	DNC
mc2	0.073	0.646	0.073	0.556	0.364	0.086	0.932	0.867
kc2	0.073	0.944	0.073	0.073	0.073	0.052	0.615	0.134
jm1	0.103	0.955	0.003	0.003	0.007	0.064	0.823	0.043
kc3	0.103	1.000	0.736	0.736	0.632	0.582	1.000	0.715
kc1	0.073	0.955	0.153	0.153	0.153	0.002	0.496	0.073
pc3	0.007	1.000	0.073	0.073	0.061	0.035	0.632	0.073
pc4	0.073	0.944	0.007	0.007	0.013	0.047	0.074	0.336
mw1	0.131	1.000	0.353	0.214	0.398	0.073	0.925	0.338
cm1	0.073	1.000	0.214	0.015	0.036	0.006	0.516	0.491
pc1	0.130	1.000	0.756	0.585	0.413	0.628	1.000	0.263