Table 6.

Mean and standard deviation of the classification rates (%) of classifiers built on the top 40 features selected by OLB-CMI, FS, ReliefF, LASSO and DLSR-FS.

	FS	ReliefF	LASSO	DLSR-FS	OLB-CMI
SEMEION	71.99 ± 1.28	75.05 ± 1.89	75.50 ± 2.86	83.43 ± 1.53	85.39 ± 1.42
ISOLET	70.57 ± 0.86	73.30 ± 0.94	76.81 ± 1.33	86.20 ± 0.88	90.31 ± 1.21
ARCENE	59.25 ± 3.70	72.88 ± 5.03	70.63 ± 4.00	71.00 ± 4.10	78.50 ± 3.25
GISETTE	54.24 ± 2.03	84.41 ± 2.83	94.49 ± 0.59	96.30 ± 0.54	95.85 ± 3.47
LUNG	88.17 ± 2.12	92.68 ± 2.50	93.29 ± 2.63	93.17 ± 1.98	94.51 ± 2.36
TOX-171	72.03 ± 5.90	76.96 ± 7.87	67.83 ± 5.29	75.65 ± 1.30	75.94 ± 5.11
WebKB-WT	86.60 ± 3.54	89.68 ± 1.81	90.99 ± 1.28	89.64 ± 2.80	91.11 ± 1.17
WebKB-WC	79.26 ± 1.11	87.77 ± 1.44	88.57 ± 1.44	88.99 ± 1.49	89.79 ± 0.90
UMIST	81.61 ± 6.79	83.91 ± 2.38	95.39 ± 1.50	96.78 ± 1.17	98.17 ± 0.93
AR	41.49 ± 7.95	46.24 ± 5.15	76.88 ± 3.31	84.66 ± 1.93	86.44 ± 1.84
ORL	35.69 ± 6.75	42.00 ± 10.42	71.06 ± 5.56	76.25 ± 4.70	88.44 ± 2.81
CMU-PIE	71.87 ± 5.26	71.58 ± 2.71	80.17 ± 2.21	90.05 ± 1.07	92.18 ± 0.91