Survey on deep learning with class imbalance

Journal of Big Data

Table 7 CIFAR-100 classification with MFE and MSFE [18]

Data set	Imbalance level (%)	F-measure			AUC
Data set	Imbalance level (%)	MSE	MFE	MSFE	MSE	MFE	MSFE
Household	20	0.3913	0.4138	0.4271	0.7142	0.7397	0.7354
	10	0.2778	0.2797	0.3151	0.7125	0.7179	0.7193
	5	0.1143	0.1905	0.2353	0.6714	0.6950	0.6970
Tree 1	20	0.5500	0.5500	0.5366	0.8100	0.8140	0.8185
	10	0.4211	0.4211	0.4211	0.7960	0.7990	0.7990
	5	0.1667	0.2353	0.2353	0.7920	0.8000	0.8000
Tree 2	20	0.4348	0.4255	0.4255	0.8480	0.8450	0.8440
	10	0.1818	0.2609	0.2500	0.8050	0.8050	0.8060
	5	0.0000	0.1071	0.1481	0.5480	0.6520	0.7000