Classification Performance Analysis of Decision Tree-Based Algorithms with Noisy Class Variable

Table 1

Data set description.

Data set	N	Att.	Num.	Nom.	Classes
Adult	48842	14	8	6	2
Banknote Authentication	1372	4	4	0	2
Blood Transfusion	748	4	4	0	2
Breast Cancer	699	9	9	0	2
Car	1728	6	0	6	4
CMC	1473	9	2	7	3
Congressional Voting	435	16	0	16	2
Dry Bean	13611	16	16	0	7
Ionosphere	351	34	34	0	2
Iris	150	4	4	0	3
Optical Digits	3823	64	64	0	10
Pen-Based Recognition	10992	16	16	0	10
Qualitative Bankruptcy	250	6	0	6	2
Raisin	900	7	7	0	2
Seeds	210	7	7	0	3
Sonar	208	60	60	0	2
Tic-Tac-Toe Endgame	958	9	0	9	2
Vertebral Column	310	6	6	0	4
Wine	178	13	13	0	3
Wireless Indoor	2000	7	7	0	4