TABLE 5.

Classification performance of resample data based on RSFS algorithm and SVM classifier using the top 10 features.

	MCInc vs. MCIc				MCIc vs. AD
	ACC(%)	SEN(%)	SPE(%)	AUC	ACC(%)	SEN(%)	SPE(%)	AUC
nosampling	84.71	66.67	94.55	0.888	89.80	78.95	96.67	0.854
downsampling	80.20	76.37	84.03	0.853	80.80	71.87	89.73	0.827
upsampling1	91.59	90.00	93.18	0.953	91.57	85.65	97.49	0.947
upsampling2	92.70	91.74	93.66	0.962	88.90	80.59	97.21	0.934

Downsampling and upsampling1 are defined as random resampling. Upsampling2 is defined as ensuring that each original sample is included, and then randomly resampling the remaining data.