Table 2. Comparing algorithms using the AUC.

LMB vs	ID3	CART	LogitBoost	Random Forests
wins	12	11	5	1
losses	1	1	6	10
ties	0	1	2	2

Results of LMB vs different decision tree (ID3 & CART) and ensemble learning (LogitBoost & Random Forests) algorithms on 13 medical data sets, showing the number of data sets where the MediBoost had better, worse, or equivalent accuracy.