TABLE III.

3-Class classification performance for different classifiers

Classifier	Training size
	1%	2%	5%	10%	20%
NB	73.92	78.39	80.19	81.41	81.26
Y-NB (K=10)	75.11	79.88	82.38	83.83	85.16
Y-NB (K=20)	75.61	79.95	82.01	83.40	84.16
Y-NB (K=30)	75.87	79.72	82.43	83.22	83.71
MLP	76.57	80.61	84.90	87.21	90.45
Y-MLP (K=10)	76.96	80.27	84.13	85.58	87.13
Y-MLP (K=20)	77.16	79.96	83.08	86.00	86.84
Y-MLP (K=30)	77.23	79.68	83.06	86.08	86.80
SMO	74.29	77.27	79.05	80.74	82.53
Y-SMO (K=10)	77.16	80.42	83.52	86.09	87.42
Y-SMO (K=20)	76.98	80.30	82.70	86.22	87.22
Y-SMO (K=30)	77.04	79.94	83.10	85.93	86.99
J48	75.61	77.78	83.62	86.08	89.13
Y-J48 (K=10)	75.50	78.59	83.93	85.58	87.07
Y-J48 (K=20)	75.56	78.61	83.28	85.87	86.64
Y-J48 (K=30)	75.76	78.55	83.55	85.87	86.49
RF	76.92	80.77	85.19	88.18	91.07
Y-RF (K=10)	77.10	80.82	84.07	85.70	87.33
Y-RF (K=20)	77.24	80.58	83.15	86.17	86.83
Y-RF (K=30)	77.22	80.20	83.45	86.24	86.74