Feature Scaling via Second-Order Cone Programming

Table 2

The error rates (%) of each method on eight binary data sets.

Data set	L2SOCP	L1L2SOCP	CSVMs	ASOCP	SVM (Span)	SVM (RW)	IM
Australian	14.21	14.01	15.05	15.01	14.09	14.36	14.28
Breast	3.06	2.91	2.91	2.92	2.98	3.02	2.93
German	23.10	23.90	23.55	23.57	23.70	23.76	23.32
Heart	17.04	16.76	17.41	17.48	17.31	17.26	17.38
Ionosphere	11.11	11.39	11.85	11.84	11.29	11.56	11.78
Diabetes	22.40	22.79	22.79	22.69	22.68	22.54	22.80
Liver	30.67	30.15	31.81	31.79	30.55	31.28	31.13
Sonar	22.18	23.01	23.48	23.55	22.35	23.58	23.27