MrDNM: A Novel Mutual Information-Based Dendritic Neuron Model

Table 3

Performance of the proposed MrDNM for five datasets.

Dataset	NF	#	Reduction (%)	Optimal feature sequence	Accuracy (%)	Time ()	AUC
WBCD	9	7	22.22	F2, F6, F1, F7, F5, F3, F8	96.80	54.4	0.9942
BUPA	7	5	28.57	F5, F6, F1, F4, F3	72.66	7.1	0.7458
IONO	34	8	76.47	F5, F1, F8, F4, F3, F28, F7, F14	90.73	24.6	0.9227
PIMA	8	7	12.5	F2, F5, F8, F6, F4, F1, F3	76.80	33.2	0.8198
VOTE	16	6	62.5	F4, F5, F12, F3, F14, F8	96.57	10.2	0.9779