Performance Evaluation of the Machine Learning Algorithms Used in Inference Mechanism of a Medical Decision Support System

Table 8

Pairwise comparison of accuracies (win/loss over 11 datasets) of all algorithms using 10 cv -Test.

	ZR	NB	MLP	SL	SMO	IBK	BS	BG	J48	RF	RT
ZR	0/0	0/10	0/9	0/10	0/10	0/9	0/10	0/10	0/10	0/9	0/10
NB	10/0	0/0	3/0	0/0	0/0	5/0	8/0	0/0	0/1	3/0	0/0
MLP	9/0	0/3	0/0	0/3	0/3	2/0	8/1	0/4	0/5	0/0	0/4
SL	10/0	0/0	3/0	0/0	0/0	6/0	8/0	0/0	0/1	3/0	0/0
SMO	10/0	0/0	3/0	0/0	0/0	6/0	8/0	0/0	0/0	3/0	0/0
IBK	9/0	0/5	0/2	0/6	0/6	0/0	8/2	0/6	0/7	0/2	0/6
BS	10/0	0/8	1/8	0/8	0/8	2/8	0/0	0/8	0/8	1/8	0/8
BG	10/0	0/0	4/0	0/0	0/0	6/0	8/0	0/0	0/0	2/0	0/0
J48	10/0	1/0	5/0	1/0	0/0	7/0	8/0	0/0	0/0	4/0	0/0
RF	9/0	0/3	0/0	0/3	0/3	2/0	8/1	0/2	0/4	0/0	0/2
RT	10/0	0/0	4/0	0/0	0/0	6/0	8/0	0/0	0/0	2/0	0/0