An Extreme Learning Machine Based on the Mixed Kernel Function of Triangular Kernel and Generalized Hermite Dirichlet Kernel

Table 6

Specifications of multiclass classification cases.

Datasets	Algorithms
	Gauss KELM		Poly KELM		Gau-H KELM		Tri-H, KELM		Tri-H SVM
	Testing rate (%)	Training time (s)	Testing rate (%)	Training time (s)	Testing rate (%)	Training time (s)	Testing rate (%)	Training time (s)	Testing rate (%)	Training time (s)
Liver ()	60		()		()		73.91 ()		73.65
Breast cancer ()	81.82 ()	0.0016	76.62 ()	0.0058	79.22 ()	0.0053	81.82 ()	0.0061	81.03 ()	0.6413
Wpbc ()	77.14 ()	0.0126	77.14 ()	0.003	80 ()	0.0026	78.57 ()	0.0026	78.03 ()	0.4638
Sonar ()	84.48 ()	0.001	84.48 ()	0.0024	81.03 ()	0.002	84.48 ()	0.0084	83.12 ()	0.8127