A New Robust Classifier on Noise Domains: Bagging of Credal C4.5 Trees

Table 15

ELA measure for the algorithms when they are used on data sets with several percentages of added noise.

Method	10%	20%	30%	40%
BA-C4.5-U	0.1876	0.2169	0.2698	0.3515
BA-CDT-U	0.1878	0.2102	0.2568	0.3392
BA-CC4.5-U	0.1833	0.1969	0.2318	0.3000
BA-C4.5	0.1813	0.1980	0.2391	0.3136
BA-CDT	0.1912	0.2017	0.2259	0.2876
BA-CC4.5	0.1828	0.1932	0.2220	0.2841
RF	0.1836	0.2204	0.2774	0.3604