An ISVM Algorithm Based on High-Dimensional Distance and Forgetting Characteristics

Table 8

The comparison of the TPR value and TNR value of the four algorithms for all the datasets.

Data_set	Algorithm	TPR (%)	TNR (%)
Breast_cancer	Simple-ISVM	96.67	90.51
	KKT-ISVM	97.88	88.80
	CSV-ISVM	99.56	93.53
	HDFC-ISVM	97.54	92.97
German	Simple-ISVM	95.25	92.66
	KKT-ISVM	94.01	91.18
	CSV-ISVM	99.71	96.78
	HDFC-ISVM	98.16	96.91
Heart	Simple-ISVM	99.95	99.49
	KKT-ISVM	99.09	98.10
	CSV-ISVM	99.61	99.47
	HDFC-ISVM	99.65	99.60
Image	Simple-ISVM	98.56	98.32
	KKT-ISVM	96.80	98.77
	CSV-ISVM	98.66	95.66
	HDFC-ISVM	99.78	99.79
Mushroom	Simple-ISVM	99.80	97.45
	KKT-ISVM	97.96	99.90
	CSV-ISVM	98.75	98.56
	HDFC-ISVM	99.74	99.72
Thyroid	Simple-ISVM	98.27	94.62
	KKT-ISVM	98.22	95.00
	CSV-ISVM	98.92	95.23
	HDFC-ISVM	99.85	99.01