A Feature Selection Algorithm Integrating Maximum Classification Information and Minimum Interaction Feature Dependency Information

Table 6

The runtimes of different feature selection algorithms.

Date set	Runtime (s)
	NDCRFS	MIM	IG-RFE	IWFS	CMIM	DWFS	CIFE
Lymphography	0.141	0.089	0.171	0.078	0.062	0.078	0.09
Dermatology	1.373	0.712	1.576	0.811	0.671	0.843	0.824
Cardiotocography	9.952	5.976	12.215	6.303	5.523	6.38	5.599
Pendigits	5.725	4.177	6.568	3.588	3.198	3.807	3.878
Lung	216.292	155.033	322.127	134.73	127.425	166.766	131.861
Carcinom	629.731	577.148	744.337	351.026	315.636	407.857	502.515
Nci9	149.744	130.371	167.166	100.876	81.922	104.424	133.998
PCMAC	1206.53	1130.49	1689.445	878.968	615.348	836.969	1133.675
Pixraw10P	335.022	242.977	415.235	216.42	188.65	171.897	259.263
SMK-CAN-187	1649.124	731.813	1905.724	812.859	727.913	995.003	749.035
Lymphoma	102.755	45.368	113.09	96.2	43.591	94.084	248.495
COIL20	414.124	307.934	570.717	290.075	273.888	264.382	248.495
Average	393.376	277.674	495.698	240.995	198.652	254.374	284.811