A Learning Framework of Nonparallel Hyperplanes Classifier

Table 1

Tenfold testing percentage test set accuracy (%) on example data sets.

Data set	SVM	GEPSVM	TWSVM	BHNPSVM
	Accuracy %	Accuracy %	Accuracy %	Accuracy %
	Time (s)	Time (s)	Time (s)	Time (s)
Example	70.90	95.45	98.18	98.64
()	0.122	0.0005	0.0064	0.0052
Data set	“1-v-1”	“1-v-r”	MBSVM	MHNPSVM
	Accuracy %	Accuracy %	Accuracy %	Accuracy %
	Time (s)	Time (s)	Time (s)	Time (s)
Example	87.33	86.67	89.33	90.67
()	0.098	0.0006	0.0079	0.0095