labor & 57 & 91.13 $\pm$ 11.76 & 93.87 $\pm$ 11.26 & ~ & 92.67 $\pm$ 11.46 & ~ & 78.67 $\pm$ 17.65 & \downn \\ iris & 150 & 93.13 $\pm$ ~6.03 & 95.67 $\pm$ ~5.14 & \upp & 96.13 $\pm$ ~4.85 & \upp & 94.53 $\pm$ ~5.87 & ~ \\ hepatitis & 155 & 85.67 $\pm$ ~9.15 & 83.28 $\pm$ 10.04 & \downn & 84.38 $\pm$ ~9.92 & ~ & 78.28 $\pm$ ~9.49 & \downn \\ echo & 130 & 80.08 $\pm$ 10.09 & 78.85 $\pm$ 11.01 & ~ & 80.23 $\pm$ ~9.98 & ~ & 80.77 $\pm$ 11.34 & ~ \\ audiology & 226 & 61.42 $\pm$ 10.45 & 69.84 $\pm$ 10.35 & \upp & 69.84 $\pm$ 10.35 & \upp & 76.55 $\pm$ ~9.10 & \upp \\ heart-c & 303 & 83.74 $\pm$ ~6.46 & 83.50 $\pm$ ~6.97 & ~ & 84.16 $\pm$ ~6.24 & ~ & 76.23 $\pm$ ~7.71 & \downn \\ primary-tumor & 339 & 47.83 $\pm$ ~7.34 & 49.37 $\pm$ ~7.09 & ~ & 49.37 $\pm$ ~7.09 & ~ & 41.73 $\pm$ ~7.63 & \downn \\ ionosphere & 351 & 89.54 $\pm$ ~5.09 & 82.09 $\pm$ ~7.70 & \downn & 91.73 $\pm$ ~4.31 & \upp & 89.66 $\pm$ ~5.28 & ~ \\ horse-colic & 368 & 68.41 $\pm$ ~7.55 & 67.58 $\pm$ ~7.64 & ~ & 68.81 $\pm$ ~7.44 & ~ & 67.31 $\pm$ ~8.18 & ~ \\ auto-mpg & 398 & 74.24 $\pm$ ~7.48 & 74.85 $\pm$ ~8.37 & ~ & 73.95 $\pm$ ~7.83 & ~ & 75.73 $\pm$ ~8.17 & ~ \\ vote & 435 & 89.98 $\pm$ ~4.32 & 89.96 $\pm$ ~4.35 & ~ & 89.96 $\pm$ ~4.35 & ~ & 96.58 $\pm$ ~2.97 & \upp \\ soybean & 683 & 89.38 $\pm$ ~4.76 & 92.42 $\pm$ ~4.21 & \upp & 92.42 $\pm$ ~4.21 & \upp & 90.49 $\pm$ ~6.04 & ~ \\ diabetes & 798 & 74.70 $\pm$ ~4.81 & 75.54 $\pm$ ~4.36 & ~ & 75.10 $\pm$ ~4.64 & ~ & 74.15 $\pm$ ~5.41 & ~ \\ vehicle & 846 & 61.62 $\pm$ ~4.73 & 44.64 $\pm$ ~4.95 & \downn & 60.77 $\pm$ ~4.28 & ~ & 72.42 $\pm$ ~5.52 & \upp \\ anneal & 898 & 94.50 $\pm$ ~2.97 & 86.61 $\pm$ ~3.59 & \downn & 94.49 $\pm$ ~2.47 & ~ & 98.69 $\pm$ ~1.02 & \upp \\ vowel & 990 & 59.72 $\pm$ ~6.51 & 66.42 $\pm$ ~5.31 & \upp & 72.56 $\pm$ ~6.33 & \upp & 76.91 $\pm$ ~9.14 & \upp \\ segment & 2310 & 88.91 $\pm$ ~2.24 & 80.04 $\pm$ ~2.34 & \downn & 85.73 $\pm$ ~2.09 & \downn & 96.87 $\pm$ ~1.19 & \upp \\ hypothyroid & 3772 & 95.36 $\pm$ ~1.30 & 95.30 $\pm$ ~1.06 & ~ & 95.93 $\pm$ ~0.98 & ~ & 99.53 $\pm$ ~0.32 & \upp \\ waveform-500 & 5000 & 80.16 $\pm$ ~1.77 & 80.00 $\pm$ ~1.93 & ~ & 79.84 $\pm$ ~1.95 & ~ & 75.12 $\pm$ ~2.03 & \downn \\ letter & 20000 & 72.44 $\pm$ ~1.26 & 64.05 $\pm$ ~1.11 & \downn & 74.28 $\pm$ ~1.08 & \upp & 88.01 $\pm$ ~0.83 & \upp \\\hline MEAN&&79.10&77.69&&80.62&&81.41&\\