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

Table 9

The average accuracy of the training datasets and testing datasets.

Data_set	Algorithm	Train_Acc (%)	Test_Acc (%)
Breast_cancer	Simple-ISVM	94.78	89.91
	KKT-ISVM	95.00	93.70
	CSV-ISVM	97.69	94.50
	HDFC-ISVM	96.12	91.16
German	Simple-ISVM	94.63	89.22
	KKT-ISVM	93.23	91.97
	CSV-ISVM	98.85	93.10
	HDFC-ISVM	97.81	94.99
Heart	Simple-ISVM	99.75	94.32
	KKT-ISVM	98.63	98.61
	CSV-ISVM	99.60	98.34
	HDFC-ISVM	99.57	99.12
Image	Simple-ISVM	98.42	93.70
	KKT-ISVM	96.10	95.34
	CSV-ISVM	99.79	93.83
	HDFC-ISVM	98.72	97.50
Mushroom	Simple-ISVM	99.50	90.61
	KKT-ISVM	98.75	90.15
	CSV-ISVM	98.86	90.18
	HDFC-ISVM	99.71	90.53
Thyroid	Simple-ISVM	97.52	93.22
	KKT-ISVM	97.78	93.84
	CSV-ISVM	97.65	99.16
	HDFC-ISVM	98.79	98.77