A Novel Boundary Oversampling Algorithm Based on Neighborhood Rough Set Model: NRSBoundary-SMOTE

Table 4

𝐹-value.

	Dataset	None	SMOTE	ASMOTE	Borderline-SMOTE	SMOTE-RSB*	NRSBoundary-SMOTE
1	Austra	0.8132	0.8459	0.8352	0.8355	0.8093	0.8433
2	Heart-s	0.7364	0.7712	0.7265	0.7510	0.7364	0.7932
3	Bupa	0.5878	0.6045	0.5732	0.5590	0.5878	0.6076
4	Auto-mpg	0.8271	0.8491	0.8481	0.8381	0.8367	0.8589
5	Colic	0.7520	0.7445	0.7458	0.7473	0.7460	0.7630
6	Ionosphere	0.8739	0.8504	0.8730	0.8526	0.8739	0.8730
7	Machine	0.8690	0.8571	0.8816	0.8980	0.8690	0.8980
8	Labor	0.7027	0.5714	0.7500	0.6829	0.6829	0.8205
9	Pima	0.6142	0.6489	0.6397	0.6301	0.6142	0.6555
10	VC	0.6919	0.7163	0.6330	0.6961	0.6919	0.7248
11	German	0.5280	0.4544	0.4444	0.5159	0.5127	0.5428
12	Haberman	0.3582	0.4828	0.4972	0.5116	0.3944	0.5393
13	Transfusion	0.4813	0.4749	0.4745	0.4852	0.4551	0.5000
14	CMC	0.3896	0.4613	0.4333	0.4257	0.3896	0.4723
15	Yeast	0.5577	0.5732	0.5813	0.5274	0.5577	0.5749
	Average	0.6522	0.6604	0.6625	0.6638	0.6505	0.6978

𝑤=0.01 to 0.05.