Table 2.

Comparison of accuracy values of the four algorithms.

Numbering	Data set	AdaBoost	SMO-boost	RUS-boost	R-AdaBoosi
1	Ionosphere	0.82	0.86	0.88	0.89
2	Letter	0.54	0.50	0.67	0.73
3	Abln	0.66	0.62	0.76	0.85
4	Haber survival	0.68	0.65	0.73	0.76
5	Yst	0.91	0.93	0.92	0.95
6	Specific heart	0.92	0.94	0.95	0.94
7	Wnr	0.74	0.7S	0.82	0.85
8	Gls	0.76	0.75	0.78	0.78
9	Eli	0.62	0.64	0.73	0.79
10	Breast	0.83	0.82	0.85	0.87