Micro Learning Support Vector Machine for Pattern Classification: A High-Speed Algorithm

Table 1

Linear.

	NEW		SVM		TWSVM
Australian	0.816901	0.083721	0.517857	0.011664	0.624101	0.129945
BUPA	0.571429	0.156057	0.65942	0.082409	0.082143	0.102602
Diabetes	0.508	0.470447	0.510552	0.093228	0.67013	0.136054
Heart disease	0.362712	0.501019	0.762712	0.077671	0.450847	0.481994
Heartstatlog	0.486364	0.08046	0.771605	0.07011	0.75	0.067215
Herman	0.73871	0.082558	0.802419	0.046327	0.73871	0.082558
Sonar	0.661905	0.221057	0.492063	0.190972	0.528571	0.227502
Teaching	0.683871	0.097844	0.741935	0	0.825806	0.131825
Balance	0.889655	0.119824	0.479885	0.099444	0.463793	0.15534
Breast	0.345985	0.113855	0.466111	0.054133	0	0

Bold indicates best.