Research Article

Recall Network: A Simple Brain-Inspired Algorithm for Classification

Table 6

The detailed experimental results on accuracy and standard deviation.

DatasetRNNBJ48KNNSVM1SVM2SVM3ANN1ANN2OneR

Abalone58.87  ±  2.7957.65 ± 2.0460.69 ± 1.9757.94 ± 2.5066.63 ± 2.4766.98 ± 2.3666.94 ± 2.2565.55 ± 3.3865.62 ± 4.1360.95 ± 1.79
Absenteeism-at-work98.92 ± 1.5386.08 ± 3.6199.73 ± 0.5783.65 ± 2.8884.73 ± 2.9984.73 ± 2.9984.73 ± 2.9997.70 ± 1.1196.89 ± 2.2195.27 ± 1.72
Acute-inflammation100.00 ± 0.00100.00 ± 0.00100.00 ± 0.00100.00 ± 0.00100.00 ± 0.00100.00 ± 0.00100.00 ± 0.00100.00 ± 0.00100.00 ± 0.0079.17 ± 8.10
Acute-nephritis100.00 ± 0.0095.00 ± 7.03100.00 ± 0.00100.00 ± 0.00100.00 ± 0.00100.00 ± 0.00100.00 ± 0.00100.00 ± 0.00100.00 ± 0.0091.67 ± 7.86
Adult76.04 ± 0.0680.41 ± 2.4981.76 ± 3.2978.38 ± 3.5983.29 ± 4.1183.41 ± 4.1583.35 ± 4.2980.71 ± 3.2780.10 ± 3.0780.34 ± 1.30
Aggregation84.64 ± 5.3899.87 ± 0.4099.62 ± 0.6199.87 ± 0.4199.87 ± 0.4199.75 ± 0.5499.75 ± 0.5499.24 ± 0.8999.24 ± 1.0759.64 ± 2.89
Algerianforest89.35 ± 7.8694.67 ± 4.7395.50 ± 4.5388.10 ± 6.7058.85 ± 1.6961.73 ± 4.2861.73 ± 4.2895.92 ± 3.8596.75 ± 4.5897.15 ± 4.75
Annealing76.19 ± 0.1370.43 ± 4.4596.50 ± 2.2789.35 ± 2.1388.98 ± 3.1591.48 ± 2.5492.11 ± 2.1291.11 ± 3.5790.86 ± 3.3983.71 ± 0.09
Arrhythmia54.20 ± 1.0260.85 ± 7.4464.38 ± 7.0853.55 ± 3.2661.72 ± 2.5765.49 ± 3.4764.60 ± 4.2066.38 ± 5.1756.26 ± 13.1059.51 ± 2.65
Au1-100074.10 ± 0.3272.80 ± 1.4077.90 ± 4.4366.70 ± 4.7274.10 ± 0.3274.10 ± 0.3274.40 ± 0.8468.80 ± 3.7971.00 ± 3.6874.10 ± 0.32
Au4-250062.60 ± 6.1157.30 ± 4.3072.40 ± 5.7463.60 ± 4.3561.50 ± 2.6861.50 ± 2.6861.50 ± 2.6864.70 ± 4.8864.90 ± 4.8953.60 ± 4.27
Au6-100023.70 ± 1.3418.70 ± 2.9519.40 ± 4.0313.40 ± 3.7824.00 ± 0.0024.00 ± 0.0024.00 ± 0.0014.60 ± 3.2013.30 ± 4.1424.30 ± 2.21
Au6-250-drift-au6-cd1-50022.13 ± 2.4520.40 ± 4.7519.33 ± 4.3716.27 ± 4.2522.00 ± 0.7022.00 ± 0.7022.00 ± 0.7014.93 ± 2.8015.73 ± 3.3124.53 ± 3.45
Au6-cd1-40028.75 ± 6.6925.75 ± 6.3537.00 ± 6.8517.75 ± 7.9527.75 ± 0.7927.75 ± 0.7927.75 ± 0.7921.00 ± 6.2620.00 ± 6.0131.75 ± 6.57
Au7-300-drift-au7-cpd1-80028.64 ± 4.1234.18 ± 3.7237.91 ± 4.3532.00 ± 4.2628.36 ± 1.6527.64 ± 1.9327.64 ± 1.9333.45 ± 3.5835.36 ± 4.3024.91 ± 3.10
Au7-70041.00 ± 6.3242.00 ± 5.3552.29 ± 4.0035.57 ± 5.5737.29 ± 2.8936.43 ± 2.3636.43 ± 2.3641.29 ± 5.2443.57 ± 3.7644.71 ± 3.81
Au7-cpd1-50039.40 ± 2.5038.20 ± 5.9253.40 ± 4.6237.80 ± 5.6938.20 ± 1.1438.60 ± 1.6538.60 ± 1.6539.40 ± 6.4038.00 ± 5.6640.20 ± 4.85
Audiology-std28.07 ± 4.6273.04 ± 10.9176.05 ± 7.4674.18 ± 11.9263.14 ± 7.9467.81 ± 10.1670.75 ± 8.3384.15 ± 6.2983.01 ± 4.4347.39 ± 2.12
Audit-risk90.72 ± 3.8894.59 ± 1.9899.87 ± 0.4197.81 ± 1.2298.45 ± 1.3398.71 ± 1.3598.84 ± 1.4196.91 ± 2.7296.78 ± 2.72100.00 ± 0.00
Autism-adolescent-data80.82 ± 7.8698.00 ± 4.22100.00 ± 0.0090.45 ± 6.3996.18 ± 4.9495.27 ± 4.9996.18 ± 4.9489.45 ± 10.3489.45 ± 10.34100.00 ± 0.00
Autism-adult-data83.94 ± 3.4297.01 ± 2.64100.00 ± 0.0094.89 ± 3.8499.29 ± 1.0099.57 ± 0.9699.43 ± 1.00100.00 ± 0.00100.00 ± 0.00100.00 ± 0.00
Autism-child-data91.75 ± 5.2098.97 ± 1.67100.00 ± 0.0088.34 ± 3.7499.66 ± 1.09100.00 ± 0.00100.00 ± 0.0099.66 ± 1.0999.66 ± 1.09100.00 ± 0.00
Autos71.67 ± 10.0056.62 ± 12.8082.88 ± 7.7976.43 ± 10.0434.64 ± 4.3435.62 ± 5.2135.62 ± 5.2177.00 ± 6.3277.02 ± 4.8262.36 ± 9.87
Avila97.20 ± 0.7627.16 ± 2.2494.01 ± 1.2475.60 ± 2.7167.76 ± 2.1369.94 ± 1.8771.38 ± 2.3161.72 ± 1.7161.98 ± 3.0571.45 ± 2.52
Balance-scale79.67 ± 2.4590.39 ± 1.7276.65 ± 3.7780.97 ± 4.4590.40 ± 1.5392.80 ± 0.8693.60 ± 1.3290.70 ± 3.7991.02 ± 3.7556.33 ± 4.39
Balloons65.00 ± 41.1660.00 ± 31.6265.00 ± 33.7575.00 ± 35.3670.00 ± 34.9680.00 ± 34.9680.00 ± 34.9675.00 ± 26.3575.00 ± 26.3545.00 ± 36.89
Bank88.48 ± 0.0683.70 ± 1.1088.79 ± 1.1486.09 ± 1.3589.54 ± 0.6189.69 ± 0.5689.83 ± 1.0688.59 ± 0.8988.39 ± 1.6588.56 ± 0.62
Blood76.88 ± 1.3474.47 ± 2.9777.81 ± 3.7769.91 ± 4.2778.48 ± 2.0979.01 ± 1.5478.48 ± 1.4478.21 ± 2.4778.48 ± 2.8076.34 ± 1.66
Breast-cancer-wisc-diag93.68 ± 3.7192.98 ± 4.3093.33 ± 3.9495.96 ± 1.8797.54 ± 2.2297.89 ± 1.9998.24 ± 1.1796.13 ± 2.0096.48 ± 2.0489.11 ± 4.11
Breast-cancer-wisc-prog76.29 ± 2.1067.66 ± 11.4074.24 ± 7.2972.79 ± 9.0579.32 ± 6.0178.26 ± 8.9577.79 ± 9.5773.79 ± 10.9174.26 ± 13.1070.11 ± 7.77
Breast-cancer-wisc96.13 ± 2.4495.85 ± 1.7293.85 ± 3.1695.56 ± 2.9797.14 ± 1.9196.99 ± 1.9696.71 ± 1.9194.85 ± 3.7695.57 ± 2.0792.71 ± 4.54
Breast-cancer70.64 ± 1.4972.03 ± 5.9671.71 ± 4.2270.28 ± 7.7373.83 ± 5.2573.13 ± 5.4772.07 ± 5.2572.45 ± 6.5468.90 ± 2.7670.32 ± 5.22
Breast-tissue68.00 ± 13.7566.36 ± 14.9266.45 ± 15.6571.64 ± 13.9458.36 ± 14.4767.82 ± 16.5269.82 ± 16.6764.09 ± 8.9863.18 ± 15.7654.55 ± 9.71
Bupa67.55 ± 5.0357.17 ± 8.5362.87 ± 9.0161.75 ± 4.9558.86 ± 2.2759.15 ± 2.4559.15 ± 2.4566.66 ± 7.5869.29 ± 6.2854.24 ± 7.87
Caesarian73.75 ± 13.7665.00 ± 21.0857.50 ± 17.8761.25 ± 18.1155.00 ± 6.4562.50 ± 11.7958.75 ± 16.7256.25 ± 19.7656.25 ± 20.6248.75 ± 18.11
Car70.02 ± 0.1784.32 ± 3.2997.57 ± 1.0196.59 ± 1.1797.40 ± 1.1398.09 ± 1.1698.32 ± 0.9693.23 ± 1.5993.46 ± 1.7170.02 ± 0.17
Cardiotocography-10classes66.65 ± 2.6870.93 ± 2.9183.35 ± 2.4378.65 ± 2.9781.23 ± 2.0982.41 ± 2.5683.11 ± 2.0782.92 ± 3.0881.42 ± 3.0647.60 ± 2.30
Cardiotocography-3classes77.89 ± 0.2382.08 ± 3.3292.90 ± 2.5192.05 ± 1.7891.06 ± 1.9392.05 ± 2.0992.19 ± 1.7592.19 ± 1.0292.29 ± 2.3381.42 ± 3.18
Cervical-cancer76.61 ± 8.4490.36 ± 8.9284.64 ± 13.8988.75 ± 11.2370.89 ± 3.1673.75 ± 7.0573.75 ± 7.0592.86 ± 10.1092.86 ± 10.1077.86 ± 9.07
Chemicalcomposionofceramic100.00 ± 0.00100.00 ± 0.0098.75 ± 3.95100.00 ± 0.0045.56 ± 2.3445.56 ± 2.3445.56 ± 2.34100.00 ± 0.00100.00 ± 0.00100.00 ± 0.00
Chess-krvk27.84 ± 2.0430.87 ± 2.0351.87 ± 3.0649.95 ± 3.3046.02 ± 2.6048.24 ± 2.2449.77 ± 2.9345.42 ± 2.5543.89 ± 2.1225.63 ± 2.11
Chess-krvkp76.85 ± 1.2985.54 ± 1.8499.31 ± 0.5195.28 ± 1.3198.69 ± 0.9199.19 ± 0.6399.19 ± 0.5399.19 ± 0.7199.22 ± 0.6966.46 ± 1.44
Congressional-voting61.15 ± 1.1257.67 ± 7.2659.10 ± 3.1359.56 ± 6.1361.61 ± 4.0561.14 ± 5.3160.69 ± 5.8959.75 ± 4.8859.55 ± 5.0062.98 ± 2.68
Conn-bench-sonar-mines-rocks77.02 ± 7.1968.36 ± 9.6171.17 ± 7.1086.57 ± 7.0184.17 ± 7.0687.02 ± 7.7988.48 ± 7.8580.81 ± 10.9382.21 ± 8.7063.45 ± 10.50
Conn-bench-vowel-deterding75.57 ± 2.6965.51 ± 5.5779.54 ± 6.1299.25 ± 1.3294.13 ± 1.8997.54 ± 1.7998.49 ± 1.4984.65 ± 2.6482.76 ± 3.3835.41 ± 4.94
Connect-474.53 ± 0.0468.32 ± 2.0479.98 ± 2.1671.37 ± 2.7174.39 ± 0.2576.01 ± 0.9577.17 ± 1.7474.21 ± 2.0075.93 ± 1.5874.47 ± 0.14
Connectionist78.69 ± 8.2367.26 ± 11.2174.33 ± 7.9387.05 ± 5.8661.40 ± 8.5169.74 ± 11.5172.67 ± 12.1983.52 ± 9.0783.55 ± 8.3862.86 ± 6.95
Contrac48.00 ± 3.0648.89 ± 5.4753.36 ± 3.4143.25 ± 3.3454.51 ± 2.2254.38 ± 3.5453.77 ± 3.8754.51 ± 3.3355.74 ± 3.3148.00 ± 2.03
Covid-1975.00 ± 35.3660.00 ± 45.9570.00 ± 42.1660.00 ± 45.9560.00 ± 39.4455.00 ± 43.7865.00 ± 41.1665.00 ± 41.1665.00 ± 41.1680.00 ± 34.96
Credit-approval82.03 ± 4.4476.96 ± 3.8384.93 ± 3.8282.17 ± 5.6485.36 ± 5.4485.07 ± 4.8384.64 ± 4.5985.22 ± 2.7284.20 ± 4.0785.51 ± 4.48
Crowdsource75.77 ± 1.4281.41 ± 2.6388.81 ± 1.4995.31 ± 0.9675.34 ± 1.0675.34 ± 1.0675.34 ± 1.0692.60 ± 1.8892.46 ± 2.2278.52 ± 2.22
Crx83.48 ± 4.8977.68 ± 3.1586.09 ± 3.7581.16 ± 4.8355.80 ± 3.5756.52 ± 4.2757.83 ± 5.1383.04 ± 4.2183.77 ± 2.8885.51 ± 4.48
Cryother90.00 ± 13.3083.33 ± 15.9393.33 ± 7.7790.00 ± 8.2082.22 ± 13.0483.33 ± 13.0983.33 ± 13.0987.78 ± 9.7386.67 ± 8.7681.11 ± 10.54
Cylinder-bands66.22 ± 3.1967.59 ± 5.7972.28 ± 6.1169.16 ± 7.2275.78 ± 3.8579.09 ± 4.4081.24 ± 3.1473.05 ± 5.2874.03 ± 5.5066.61 ± 4.29
Dbworld-bodies57.38 ± 9.1575.48 ± 15.4380.00 ± 16.8159.29 ± 10.5054.52 ± 5.5554.52 ± 5.5563.81 ± 12.69//86.43 ± 13.28
Dbworld-bodies-stemmed57.38 ± 9.1576.90 ± 12.4586.67 ± 14.2964.05 ± 14.7454.52 ± 5.5559.05 ± 9.1773.81 ± 13.23//74.29 ± 20.32
Dbworld-sub jects54.52 ± 5.5589.52 ± 9.9372.62 ± 12.1580.24 ± 13.7954.52 ± 5.5554.52 ± 5.5554.52 ± 5.5589.52 ± 13.7687.86 ± 15.4962.62 ± 12.35
Dbworld-sub jects-stemmed54.52 ± 5.5586.43 ± 13.2875.71 ± 17.4583.33 ± 10.4754.52 ± 5.5554.52 ± 5.5554.52 ± 5.5587.62 ± 12.2886.19 ± 11.4960.95 ± 10.18
Dermatology85.53 ± 4.8297.54 ± 2.7196.47 ± 3.3895.35 ± 4.2697.55 ± 2.3797.83 ± 2.4997.83 ± 2.7998.36 ± 1.4197.82 ± 1.7149.73 ± 2.45
Diabetes72.52 ± 4.1476.31 ± 5.5273.83 ± 5.6670.17 ± 4.6965.11 ± 0.3665.11 ± 0.3665.11 ± 0.3675.40 ± 4.6675.39 ± 4.3871.48 ± 5.15
Diabetic64.38 ± 4.5256.82 ± 2.2064.38 ± 4.5861.33 ± 4.7558.21 ± 4.7859.43 ± 6.0159.52 ± 5.7172.03 ± 6.1072.46 ± 5.8253.26 ± 5.68
Divorce97.65 ± 3.0497.65 ± 3.0495.29 ± 5.4197.65 ± 3.0497.65 ± 3.0497.65 ± 3.0497.65 ± 3.0497.65 ± 3.0497.65 ± 3.0495.29 ± 5.41
Dota2train52.70 ± 0.3654.22 ± 3.4654.12 ± 5.3954.43 ± 4.1552.70 ± 0.3653.66 ± 3.6152.59 ± 3.2950.44 ± 3.5052.60 ± 2.2255.39 ± 3.63
Dow-jones-index65.43 ± 4.1550.34 ± 5.1372.50 ± 4.0954.61 ± 6.3652.07 ± 0.2252.07 ± 0.2252.07 ± 0.2254.60 ± 5.9555.02 ± 4.7356.48 ± 3.08
Dry-bean-dataset93.30 ± 1.5190.24 ± 1.5093.06 ± 1.1394.62 ± 1.1261.52 ± 2.7261.52 ± 2.7261.52 ± 2.7292.53 ± 1.6692.65 ± 1.5568.55 ± 1.91
Early-stage-diabetes-data-upload84.04 ± 7.0887.12 ± 3.0195.96 ± 2.7998.08 ± 2.2294.23 ± 4.1594.81 ± 4.0695.38 ± 3.7696.35 ± 2.9396.15 ± 3.2782.31 ± 4.33
Echocardiogram68.68 ± 7.7179.34 ± 10.9778.57 ± 11.4274.01 ± 13.2381.65 ± 8.3280.82 ± 11.0980.82 ± 11.0977.14 ± 12.4377.86 ± 13.3085.49 ± 6.73
Ecoli71.76 ± 4.2586.89 ± 5.3283.93 ± 7.5480.37 ± 6.3886.59 ± 4.5686.59 ± 4.3387.18 ± 3.5186.00 ± 5.2884.82 ± 3.8266.97 ± 6.83
Eegeyesate67.94 ± 1.2246.77 ± 3.2684.50 ± 1.0983.65 ± 2.0355.12 ± 0.0355.16 ± 0.0655.16 ± 0.0654.81 ± 3.7655.07 ± 3.6862.60 ± 1.18
Electrical84.91 ± 7.2897.46 ± 4.66100.00 ± 0.0091.32 ± 7.3282.67 ± 7.5282.67 ± 6.5183.63 ± 6.2198.71 ± 1.6798.40 ± 1.6999.68 ± 1.02
Energy-y181.25 ± 1.0481.77 ± 3.3397.53 ± 1.2975.79 ± 4.0288.67 ± 1.3989.84 ± 1.6089.84 ± 2.8088.94 ± 1.7488.02 ± 1.8284.50 ± 1.89
Energy-y289.84 ± 3.0682.82 ± 3.3190.23 ± 2.7776.31 ± 3.3489.72 ± 2.0690.76 ± 1.5591.28 ± 1.5091.01 ± 2.3591.27 ± 2.8288.41 ± 3.09
Extentionofz-alizadehsani71.29 ± 1.4793.40 ± 3.4999.68 ± 1.0290.45 ± 5.1971.29 ± 1.4771.29 ± 1.4771.29 ± 1.4798.03 ± 2.3198.03 ± 2.3186.49 ± 4.71
Fertility88.00 ± 4.2288.00 ± 4.2285.00 ± 7.0783.00 ± 11.6088.00 ± 4.2289.00 ± 5.6889.00 ± 7.3890.00 ± 9.4388.00 ± 13.1788.00 ± 4.22
First-order90.45 ± 0.3331.39 ± 3.84100.00 ± 0.0099.41 ± 0.4890.45 ± 0.3395.49 ± 1.4697.97 ± 1.0999.87 ± 0.4199.87 ± 0.4190.78 ± 1.71
Flags47.97 ± 10.0746.34 ± 7.6160.95 ± 8.0945.00 ± 8.9452.61 ± 9.4154.24 ± 10.3153.24 ± 13.1846.50 ± 12.5149.00 ± 11.9357.26 ± 7.25
Foresttypes93.95 ± 4.5894.92 ± 4.1694.97 ± 5.7795.45 ± 3.7030.32 ± 2.4532.34 ± 3.6432.34 ± 3.6496.92 ± 3.6396.92 ± 3.6382.26 ± 8.50
Garments-worker-productivity44.44 ± 2.4626.06 ± 2.6247.04 ± 6.1926.15 ± 3.5035.50 ± 2.9036.08 ± 2.9136.84 ± 2.4741.19 ± 5.5441.11 ± 4.4132.41 ± 3.71
Gender-name-dataset60.24 ± 1.5358.30 ± 6.5160.23 ± 0.1563.60 ± 1.7064.19 ± 1.3864.28 ± 2.0264.34 ± 1.8160.32 ± 0.1058.26 ± 6.5260.58 ± 1.04
Gesture-a1-raw89.18 ± 2.1174.13 ± 2.7891.47 ± 2.1196.34 ± 1.1239.95 ± 0.3039.95 ± 0.3039.95 ± 0.3091.53 ± 2.2391.36 ± 1.4196.74 ± 1.35
Gesture-a1-va368.10 ± 2.4759.27 ± 3.5266.16 ± 4.6674.12 ± 2.7639.82 ± 0.2239.82 ± 0.2239.82 ± 0.2270.97 ± 1.6670.57 ± 2.3161.56 ± 2.06
Gesture-a2-raw88.45 ± 1.9168.67 ± 3.1689.25 ± 3.0894.63 ± 3.0439.00 ± 0.2739.00 ± 0.2739.00 ± 0.2789.48 ± 1.8989.72 ± 2.2594.70 ± 2.62
Gesture-a2-va361.98 ± 2.7943.97 ± 8.7357.06 ± 2.6067.70 ± 4.1338.81 ± 0.2538.81 ± 0.2538.81 ± 0.2562.30 ± 3.4361.35 ± 4.3253.97 ± 4.10
Gesture-a3-raw90.68 ± 1.9961.45 ± 3.8792.97 ± 1.2296.29 ± 0.9936.10 ± 0.2436.10 ± 0.2436.10 ± 0.2489.53 ± 1.4588.77 ± 2.5095.31 ± 1.16
Gesture-a3-va360.38 ± 2.3250.22 ± 2.5375.96 ± 3.1489.89 ± 1.7735.96 ± 0.2335.96 ± 0.2335.96 ± 0.2365.46 ± 3.5066.45 ± 2.7050.93 ± 2.39
Gesture-b1-raw91.52 ± 2.9448.56 ± 4.9192.73 ± 2.7894.87 ± 2.8738.68 ± 0.6538.86 ± 0.7938.86 ± 0.7987.51 ± 4.3189.38 ± 1.9891.42 ± 2.24
Gesture-b1-va361.19 ± 5.7434.80 ± 7.1869.88 ± 4.2490.56 ± 2.6938.54 ± 0.3938.54 ± 0.3938.54 ± 0.3961.84 ± 3.4063.70 ± 4.8342.57 ± 4.35
Gesture-b3-raw89.40 ± 2.9257.65 ± 4.2291.08 ± 3.4395.51 ± 0.8833.08 ± 0.3433.08 ± 0.3433.08 ± 0.3488.41 ± 4.1087.64 ± 3.4095.36 ± 2.35
Gesture-b3-va346.20 ± 3.5843.66 ± 3.9657.39 ± 3.9778.03 ± 2.9333.03 ± 0.2233.03 ± 0.2233.03 ± 0.2258.10 ± 5.4755.92 ± 5.0540.07 ± 5.49
Gesture-c1-raw86.41 ± 3.5363.64 ± 2.5989.29 ± 2.2694.33 ± 1.6825.74 ± 0.4525.74 ± 0.4525.74 ± 0.4587.58 ± 3.3687.13 ± 3.5893.79 ± 2.60
Gesture-c1-va352.84 ± 4.0850.50 ± 3.8957.81 ± 3.4670.37 ± 3.4525.47 ± 0.3625.47 ± 0.3625.47 ± 0.3664.23 ± 3.1362.51 ± 4.1541.46 ± 4.63
Gesture-c3-raw88.26 ± 2.6660.08 ± 5.3587.77 ± 3.5493.02 ± 2.3327.00 ± 0.2227.00 ± 0.2227.00 ± 0.2285.91 ± 3.1683.70 ± 2.2494.34 ± 1.34
Gesture-c3-va348.13 ± 3.4445.50 ± 2.3854.91 ± 4.0062.39 ± 4.7126.94 ± 0.2126.94 ± 0.2126.94 ± 0.2157.41 ± 4.0856.10 ± 5.7242.59 ± 2.76
Glass65.80 ± 11.0152.27 ± 9.0567.29 ± 8.5070.52 ± 8.9472.88 ± 6.5671.90 ± 8.5070.97 ± 8.3967.25 ± 9.7268.20 ± 5.3157.08 ± 8.98
Go-track-tracks83.60 ± 10.3682.87 ± 4.5487.68 ± 7.7190.92 ± 8.5772.02 ± 12.7171.99 ± 11.5371.99 ± 11.5384.12 ± 10.3484.74 ± 8.9975.55 ± 13.56
Haberman-survival73.51 ± 3.0875.13 ± 4.0771.86 ± 4.0867.68 ± 6.2972.55 ± 4.6571.25 ± 2.9171.25 ± 2.9172.85 ± 6.0873.85 ± 6.6272.88 ± 3.00
Hayes-roth65.88 ± 10.4574.84 ± 13.2980.27 ± 6.5181.04 ± 6.5386.32 ± 7.1081.04 ± 6.5380.27 ± 6.5171.04 ± 13.2070.27 ± 13.5443.96 ± 5.89
Hcc-data63.68 ± 4.5268.97 ± 8.6360.70 ± 7.6463.64 ± 8.0261.84 ± 2.2661.84 ± 2.2661.84 ± 2.2664.45 ± 14.8264.41 ± 10.8269.15 ± 11.07
Hcvdat87.48 ± 1.0591.71 ± 3.6492.04 ± 2.2190.57 ± 1.4886.67 ± 0.6386.67 ± 0.6386.67 ± 0.6393.00 ± 2.8192.35 ± 3.0088.62 ± 1.84
Heart-cleveland54.15 ± 2.2855.84 ± 10.4252.55 ± 8.3154.77 ± 6.5157.51 ± 8.5358.83 ± 9.0757.53 ± 9.5854.17 ± 6.9754.49 ± 6.4352.54 ± 7.34
Heart-hungarian80.33 ± 7.1280.97 ± 8.0678.61 ± 6.7277.55 ± 8.1081.72 ± 7.6382.38 ± 6.3783.05 ± 6.5077.86 ± 8.8377.83 ± 7.9578.98 ± 9.41
Heart-switzerland43.78 ± 8.8241.47 ± 11.3141.41 ± 11.0132.69 ± 14.1339.04 ± 6.3139.81 ± 5.6241.54 ± 6.4843.97 ± 14.4544.68 ± 11.9132.31 ± 12.00
Heart-va29.00 ± 9.3733.00 ± 10.0633.00 ± 6.3235.00 ± 7.8234.50 ± 9.5632.00 ± 8.5630.00 ± 9.4329.50 ± 10.3928.50 ± 10.5527.50 ± 9.79
Heart-failure-clinical-records-dataset69.23 ± 2.1076.94 ± 6.3180.61 ± 5.1365.54 ± 6.7467.90 ± 1.6267.90 ± 1.6267.90 ± 1.6273.56 ± 4.9377.30 ± 9.2285.61 ± 6.32
Hepatitis79.37 ± 2.3883.79 ± 8.9379.96 ± 8.8182.50 ± 5.5483.17 ± 6.3384.38 ± 9.3184.38 ± 9.3181.96 ± 9.3378.75 ± 11.3974.17 ± 6.82
Hill-valley49.82 ± 5.8448.67 ± 2.5850.33 ± 1.1151.81 ± 3.4852.16 ± 6.5852.15 ± 7.4453.14 ± 6.9956.14 ± 7.6053.14 ± 2.7247.51 ± 4.93
Hiv1625data93.54 ± 1.8493.72 ± 1.7090.95 ± 2.4492.06 ± 1.9692.18 ± 2.0093.41 ± 2.1293.72 ± 2.3395.26 ± 2.0893.60 ± 2.3179.32 ± 1.71
Hiv746data92.37 ± 3.2290.89 ± 3.6882.58 ± 4.7686.74 ± 3.3689.55 ± 3.7190.89 ± 2.8091.03 ± 3.2792.50 ± 2.5192.50 ± 3.2680.97 ± 4.35
Horse-colic74.00 ± 3.0672.67 ± 5.6287.00 ± 5.0876.67 ± 7.5483.67 ± 4.8384.67 ± 5.2685.00 ± 5.7279.33 ± 6.0579.67 ± 7.9382.33 ± 5.45
Htru97.06 ± 0.4994.50 ± 0.5097.84 ± 0.5197.14 ± 0.3891.14 ± 0.1491.48 ± 0.1991.38 ± 0.1897.97 ± 0.4097.95 ± 0.3697.60 ± 0.40
Hypothyroid92.29 ± 0.0895.28 ± 0.8399.58 ± 0.2991.52 ± 1.5592.60 ± 0.3192.74 ± 0.7292.71 ± 0.7893.82 ± 4.1592.92 ± 4.4696.24 ± 0.94
Ibeacon-rssi-labeled24.15 ± 2.4419.86 ± 2.1526.34 ± 3.1437.18 ± 3.8434.15 ± 1.7036.55 ± 2.8137.75 ± 3.1427.54 ± 3.5827.54 ± 3.994.51 ± 1.73
Ilpd-indian-liver71.53 ± 1.3955.91 ± 5.2466.06 ± 5.2564.83 ± 5.8971.36 ± 0.7670.67 ± 1.7470.83 ± 2.5168.95 ± 4.7868.95 ± 6.0266.05 ± 2.99
Image-segmentation88.10 ± 5.1477.62 ± 5.5289.05 ± 7.7987.14 ± 4.5287.14 ± 3.2187.14 ± 4.5286.67 ± 4.3890.00 ± 4.7490.00 ± 4.7459.05 ± 8.75
Immunotherapy78.89 ± 3.5175.56 ± 10.2182.22 ± 10.7370.00 ± 16.6078.89 ± 3.5178.89 ± 3.5178.89 ± 3.5181.11 ± 11.7778.89 ± 8.2084.44 ± 9.37
Impensdata85.64 ± 1.1190.07 ± 2.4784.27 ± 0.3087.54 ± 2.4684.27 ± 0.3084.27 ± 0.3084.27 ± 0.3090.28 ± 2.2489.33 ± 2.6084.37 ± 2.08
In-vehicle-coupon-recommendation57.36 ± 0.2065.59 ± 1.5470.84 ± 1.1463.99 ± 1.5368.89 ± 1.3269.42 ± 1.3169.84 ± 1.3270.46 ± 1.0471.29 ± 1.0960.53 ± 0.88
Indian71.70 ± 0.8855.74 ± 5.1768.97 ± 5.2264.12 ± 6.8172.38 ± 1.5871.69 ± 1.3471.69 ± 1.3468.26 ± 5.8867.91 ± 7.1165.88 ± 2.93
Ionosphere88.31 ± 3.1782.62 ± 5.4791.46 ± 3.2786.33 ± 4.5994.31 ± 2.3094.89 ± 3.1895.75 ± 3.0090.32 ± 2.3990.90 ± 3.4580.92 ± 7.47
Iris81.33 ± 11.2493.33 ± 5.4496.00 ± 5.6295.33 ± 5.4996.67 ± 3.5196.00 ± 4.6696.67 ± 3.5197.33 ± 3.4497.33 ± 3.4492.00 ± 6.13
Jain93.53 ± 4.2694.35 ± 4.3199.46 ± 1.71100.00 ± 0.00100.00 ± 0.00100.00 ± 0.00100.00 ± 0.0095.15 ± 3.5795.15 ± 3.3395.16 ± 3.32
Jsbach-chorals-harmony88.37 ± 0.0596.86 ± 0.5596.52 ± 0.5097.49 ± 0.5496.26 ± 0.6196.91 ± 0.4597.19 ± 0.6897.56 ± 0.5997.18 ± 0.8795.96 ± 0.62
Knowledge61.08 ± 7.4887.19 ± 11.0492.35 ± 6.8275.00 ± 8.3183.73 ± 9.9088.92 ± 8.8991.83 ± 7.9191.83 ± 5.6492.42 ± 5.5382.52 ± 9.66
Lasvegastripadvisorreviews14.67 ± 3.2016.47 ± 4.4016.30 ± 5.0515.68 ± 3.9613.47 ± 3.3711.68 ± 4.8014.07 ± 4.8215.69 ± 6.5116.07 ± 5.0814.29 ± 3.25
Leaf58.82 ± 5.8872.06 ± 8.5760.88 ± 8.093.24 ± 3.2417.06 ± 4.1124.12 ± 5.1525.59 ± 5.5550.88 ± 7.3448.24 ± 7.9923.82 ± 4.89
Led-display70.00 ± 3.6272.00 ± 2.7571.10 ± 3.2570.90 ± 3.2871.90 ± 4.0971.70 ± 3.8071.40 ± 3.6671.80 ± 3.4672.00 ± 3.8919.60 ± 1.26
Lenses68.33 ± 33.7568.33 ± 33.7578.33 ± 33.3886.67 ± 21.9478.33 ± 29.4583.33 ± 22.2283.33 ± 22.2271.67 ± 26.1271.67 ± 26.1266.67 ± 30.43
Letter71.68 ± 0.7364.01 ± 0.7487.91 ± 0.6595.90 ± 0.2994.88 ± 0.2596.00 ± 0.3096.51 ± 0.2282.45 ± 1.1781.78 ± 1.0817.25 ± 0.37
Libras66.94 ± 9.6663.33 ± 9.9669.72 ± 10.4385.83 ± 4.9881.11 ± 4.1085.28 ± 4.3586.94 ± 3.9480.56 ± 5.2481.11 ± 5.3721.11 ± 6.03
Low-res-spect66.65 ± 3.8880.42 ± 3.9683.24 ± 3.4083.79 ± 4.0389.45 ± 2.4189.64 ± 2.7290.58 ± 2.5392.47 ± 3.3391.71 ± 2.5573.83 ± 5.30
Lung-cancer56.67 ± 21.0866.67 ± 20.7940.83 ± 26.7750.83 ± 36.5353.33 ± 21.9459.17 ± 21.6851.67 ± 25.0946.67 ± 28.1149.17 ± 24.3647.50 ± 17.59
Lymphography76.24 ± 7.0482.38 ± 8.5574.90 ± 8.1275.67 ± 13.0585.86 ± 9.2585.10 ± 9.9283.14 ± 8.9681.00 ± 9.1879.62 ± 8.7775.67 ± 8.03
Magic76.45 ± 1.7573.34 ± 2.4982.60 ± 2.5679.65 ± 2.3484.75 ± 2.1585.02 ± 1.7485.02 ± 1.4284.28 ± 1.7984.02 ± 1.8571.87 ± 4.46
Mammographic78.87 ± 3.2778.46 ± 3.5882.00 ± 2.1175.54 ± 5.0082.73 ± 2.1382.32 ± 2.5982.52 ± 2.6481.69 ± 2.6981.17 ± 2.5381.89 ± 1.25
Miniboone79.08 ± 1.9829.15 ± 1.3885.92 ± 2.4383.54 ± 1.5984.54 ± 2.4785.62 ± 2.1286.38 ± 1.8584.15 ± 1.7183.85 ± 1.8181.77 ± 1.78
Molec-biol-promoter88.55 ± 16.4888.45 ± 10.9374.45 ± 10.0472.45 ± 12.0882.64 ± 13.4584.64 ± 11.9484.64 ± 11.9478.36 ± 10.9277.45 ± 10.1069.73 ± 11.09
Molec-biol-splice51.88 ± 0.1792.35 ± 1.7192.63 ± 1.9263.10 ± 2.0887.12 ± 1.9787.27 ± 1.7186.74 ± 1.3084.70 ± 2.2684.33 ± 1.7763.32 ± 2.27
Monks-191.86 ± 9.6371.54 ± 11.5196.79 ± 6.7670.13 ± 10.3180.64 ± 12.1183.08 ± 10.9383.14 ± 9.5988.65 ± 14.9589.55 ± 17.2073.27 ± 9.82
Monks-262.13 ± 2.9356.18 ± 10.9676.91 ± 10.9261.03 ± 10.9458.01 ± 7.3960.92 ± 12.5464.49 ± 12.4273.46 ± 12.3874.56 ± 7.8458.60 ± 4.55
Monks-393.40 ± 8.6088.53 ± 5.7693.40 ± 8.6074.55 ± 16.3890.19 ± 7.5689.29 ± 7.9689.29 ± 7.9684.23 ± 10.7789.23 ± 6.8977.88 ± 3.84
Mushroom90.52 ± 1.0688.84 ± 1.14100.00 ± 0.00100.00 ± 0.00100.00 ± 0.00100.00 ± 0.00100.00 ± 0.00100.00 ± 0.00100.00 ± 0.0098.52 ± 0.48
Musk-184.25 ± 5.5873.99 ± 6.9785.11 ± 6.5984.89 ± 4.5690.77 ± 4.3192.43 ± 2.8693.69 ± 2.9994.33 ± 2.6093.49 ± 3.0262.39 ± 8.95
Musk-287.81 ± 0.8585.09 ± 1.6795.42 ± 1.5396.18 ± 0.9696.09 ± 1.2097.42 ± 0.9598.06 ± 0.7698.88 ± 0.6998.73 ± 0.9089.72 ± 1.26
Newdiagnosis100.00 ± 0.00100.00 ± 0.00100.00 ± 0.00100.00 ± 0.00100.00 ± 0.00100.00 ± 0.00100.00 ± 0.00100.00 ± 0.00100.00 ± 0.0077.50 ± 6.86
Nursery88.17 ± 1.3589.75 ± 0.9899.49 ± 0.2788.98 ± 0.9198.24 ± 0.2298.67 ± 0.2198.94 ± 0.2095.73 ± 0.8894.77 ± 1.3070.97 ± 1.03
Obesitydataset-raw-and-data-sinthetic83.04 ± 2.2967.41 ± 2.7993.75 ± 1.9482.05 ± 2.4889.72 ± 2.3391.71 ± 2.2492.47 ± 2.2294.37 ± 2.7594.22 ± 1.4667.08 ± 3.58
Obs-network-dataset-2-aug2796.00 ± 1.7071.82 ± 5.3199.63 ± 1.1799.07 ± 0.6297.68 ± 0.6597.68 ± 0.6597.68 ± 0.6596.56 ± 1.5398.05 ± 1.1990.69 ± 2.07
Occupancy-data96.13 ± 0.9295.53 ± 1.0298.61 ± 0.8199.14 ± 0.5080.94 ± 2.0182.10 ± 2.3182.10 ± 2.3197.94 ± 0.8798.01 ± 0.9098.69 ± 0.77
Occupancy-data298.41 ± 0.4396.03 ± 0.5599.44 ± 0.1699.47 ± 0.2383.55 ± 0.5085.65 ± 0.5985.65 ± 0.5999.43 ± 0.2199.42 ± 0.1599.37 ± 0.16
Occupancy-data398.40 ± 0.6397.70 ± 0.5599.51 ± 0.1099.46 ± 0.2382.91 ± 0.5384.51 ± 0.6184.53 ± 0.6198.76 ± 0.3798.77 ± 0.3099.37 ± 0.18
Old88.60 ± 1.8094.05 ± 0.9794.99 ± 1.7297.68 ± 0.8295.07 ± 0.9395.19 ± 1.2795.48 ± 1.1996.95 ± 0.9796.86 ± 1.1288.68 ± 1.62
Online-shoppers-intention84.53 ± 0.0381.60 ± 1.3089.53 ± 0.5381.53 ± 0.5784.50 ± 0.0684.45 ± 0.1384.40 ± 0.1589.38 ± 0.8588.86 ± 1.2188.23 ± 0.98
Oocytes-merluccius-nucleus-4d72.02 ± 2.4859.98 ± 4.0975.64 ± 2.4372.22 ± 3.9077.30 ± 2.9080.13 ± 2.5181.01 ± 3.0281.41 ± 2.0480.62 ± 4.3866.83 ± 5.20
Oocytes-merluccius-states-2f88.55 ± 3.2184.64 ± 4.0490.51 ± 3.4091.09 ± 2.8491.68 ± 2.5992.07 ± 2.1092.76 ± 1.9791.78 ± 1.6991.29 ± 2.7681.89 ± 4.69
Oocytes-trisopterus-nucleus-2fg64.46 ± 5.2153.07 ± 5.5572.16 ± 6.8574.34 ± 5.8081.15 ± 3.6783.78 ± 3.4183.34 ± 2.7683.11 ± 3.9782.12 ± 4.2559.43 ± 5.98
Oocytes-trisopterus-states-5bg83.13 ± 4.7875.78 ± 4.2388.60 ± 2.5590.90 ± 3.6991.78 ± 3.4092.33 ± 2.7492.77 ± 2.3293.32 ± 2.6893.32 ± 2.9780.04 ± 2.74
Optdigits88.83 ± 1.1991.33 ± 1.0190.69 ± 1.4498.61 ± 0.6473.13 ± 1.9174.88 ± 2.0874.88 ± 2.0898.26 ± 0.7198.43 ± 0.5427.03 ± 1.23
Optical88.47 ± 1.5791.68 ± 1.3189.72 ± 1.3998.46 ± 0.5798.59 ± 0.5598.74 ± 0.6098.72 ± 0.5898.27 ± 0.5498.20 ± 0.7527.70 ± 1.30
Ozone97.12 ± 0.1971.10 ± 3.6895.78 ± 0.5395.11 ± 0.6797.12 ± 0.1997.12 ± 0.1997.12 ± 0.1996.22 ± 0.9796.65 ± 0.8996.85 ± 0.45
Page-blocks92.84 ± 0.8989.99 ± 1.4396.88 ± 0.4196.02 ± 0.6096.18 ± 0.7596.44 ± 0.7596.47 ± 0.7696.22 ± 0.7096.20 ± 0.5593.75 ± 0.60
Parkingbirmingham81.18 ± 1.9476.17 ± 2.07100.00 ± 0.0097.45 ± 0.6758.69 ± 3.7861.30 ± 3.9161.30 ± 3.9186.42 ± 1.5487.88 ± 1.56100.00 ± 0.00
Parkinsons84.63 ± 5.4069.34 ± 11.5180.50 ± 3.3396.39 ± 2.4987.71 ± 6.3989.79 ± 6.2991.34 ± 5.8090.63 ± 7.7989.66 ± 8.9386.18 ± 7.59
Pasture71.67 ± 24.9174.17 ± 23.7278.33 ± 20.4971.67 ± 27.5528.33 ± 4.3028.33 ± 4.3028.33 ± 4.3076.67 ± 25.0974.17 ± 26.4863.33 ± 26.41
Pbc75.35 ± 4.8377.72 ± 7.4277.24 ± 8.3159.58 ± 8.7761.48 ± 0.7961.48 ± 0.7961.48 ± 0.7971.06 ± 6.0473.67 ± 4.0272.25 ± 9.13
Pen87.26 ± 0.6185.75 ± 1.1896.56 ± 0.5399.36 ± 0.1713.49 ± 0.8614.47 ± 0.9514.47 ± 0.9594.62 ± 0.6394.40 ± 0.4338.95 ± 1.54
Pendigits86.55 ± 1.0287.99 ± 1.4696.14 ± 0.7599.43 ± 0.2499.61 ± 0.1999.67 ± 0.1699.65 ± 0.1795.17 ± 0.6795.05 ± 0.5439.74 ± 1.98
Pharynx76.45 ± 2.1968.24 ± 10.4876.45 ± 2.1964.08 ± 10.1675.42 ± 8.6173.29 ± 10.6070.26 ± 10.6871.79 ± 3.6470.95 ± 16.4127.13 ± 5.60
Phishingwebsites85.07 ± 0.9992.98 ± 0.6495.88 ± 0.4497.18 ± 0.4594.50 ± 0.5295.00 ± 0.5095.26 ± 0.4696.78 ± 0.3896.83 ± 0.4888.89 ± 0.56
Pima72.00 ± 3.7776.31 ± 5.5573.83 ± 5.6670.17 ± 4.6975.66 ± 4.0875.13 ± 4.0175.00 ± 3.4375.40 ± 4.6675.39 ± 4.3871.48 ± 5.15
Pittsburg-bridges-rel-l69.09 ± 8.0266.91 ± 11.9563.00 ± 14.1071.09 ± 16.9167.18 ± 12.3468.09 ± 12.3972.82 ± 11.1061.36 ± 14.2766.18 ± 10.7571.00 ± 10.59
Pittsburg-bridges-span59.78 ± 8.9867.33 ± 13.9360.78 ± 13.1755.00 ± 18.0565.11 ± 14.6364.00 ± 16.1864.00 ± 16.1866.22 ± 9.9168.44 ± 13.3154.67 ± 14.02
Pittsburg-bridges-t-or-d86.36 ± 4.7386.45 ± 9.8383.55 ± 10.7883.55 ± 11.7686.45 ± 7.7488.45 ± 8.4489.45 ± 7.9085.64 ± 12.4983.64 ± 14.1085.27 ± 9.69
Pittsburg-bridges-type55.91 ± 11.2855.91 ± 11.6261.73 ± 9.3157.82 ± 11.7653.91 ± 12.0561.27 ± 17.6562.45 ± 13.3259.64 ± 17.8259.64 ± 17.3056.09 ± 5.40
Pittsburg-bridgesmaterial84.00 ± 7.7584.00 ± 7.5087.73 ± 8.0783.73 ± 11.4285.91 ± 6.3985.00 ± 6.2484.00 ± 9.6483.18 ± 11.0379.36 ± 10.1486.82 ± 4.74
Planning72.02 ± 2.5768.13 ± 6.2871.46 ± 1.6065.94 ± 9.3271.46 ± 1.6070.32 ± 5.9665.91 ± 6.9361.49 ± 7.0358.71 ± 9.9362.05 ± 8.60
Plant-margin63.13 ± 4.3184.69 ± 2.5948.06 ± 4.5074.00 ± 2.7882.81 ± 2.2784.75 ± 2.8085.13 ± 2.8283.06 ± 2.2383.63 ± 3.247.69 ± 2.17
Plant-shape49.81 ± 4.4253.19 ± 2.8846.13 ± 3.4064.69 ± 3.3548.94 ± 1.6256.75 ± 3.1360.06 ± 3.3564.75 ± 3.7965.00 ± 3.358.56 ± 1.62
Plant-texture62.85 ± 2.9374.42 ± 3.1351.97 ± 3.4880.11 ± 2.8483.30 ± 2.5085.55 ± 2.2986.06 ± 2.3583.80 ± 1.7483.11 ± 1.913.44 ± 0.90
Poker-hand-training-true49.95 ± 0.0249.95 ± 0.0255.91 ± 2.0447.03 ± 0.8658.71 ± 1.0057.57 ± 0.9356.45 ± 1.1153.97 ± 0.6151.90 ± 2.0349.95 ± 0.02
Post-operative71.11 ± 5.7465.56 ± 6.3171.11 ± 5.7461.11 ± 10.8071.11 ± 5.7468.89 ± 7.0366.67 ± 9.0756.67 ± 13.3056.67 ± 16.1068.89 ± 7.03
Primary-tumor26.06 ± 2.1243.03 ± 10.1843.33 ± 9.0435.15 ± 8.3546.67 ± 10.9044.85 ± 10.5743.94 ± 11.9740.91 ± 7.9941.21 ± 8.4827.88 ± 2.78
Qsarbioconcentration74.84 ± 0.6373.69 ± 1.8073.29 ± 3.8161.62 ± 5.7574.84 ± 0.7073.30 ± 1.5070.60 ± 2.8970.99 ± 4.0771.63 ± 3.0572.79 ± 3.27
Qsarbiodegradation69.95 ± 2.1675.83 ± 3.2383.51 ± 3.4683.60 ± 2.2485.88 ± 2.6286.25 ± 2.1785.59 ± 2.4986.92 ± 2.3087.21 ± 2.4676.69 ± 3.95
Qualitative-bankruptcy99.20 ± 2.5399.20 ± 2.5398.00 ± 2.83100.00 ± 0.0098.80 ± 2.7098.80 ± 2.7099.60 ± 1.2699.20 ± 2.5399.20 ± 2.5398.40 ± 2.80
Ringnorm79.14 ± 1.4398.64 ± 0.4791.61 ± 0.2775.16 ± 1.5898.59 ± 0.4198.47 ± 0.4198.35 ± 0.4891.95 ± 1.4791.70 ± 0.8664.43 ± 0.97
Risk-factors-cervical-cancer93.59 ± 0.6088.69 ± 1.9195.10 ± 1.9794.40 ± 2.0693.59 ± 0.6093.47 ± 0.8093.94 ± 1.6294.76 ± 2.0094.52 ± 2.2796.15 ± 1.91
Robotnavigation91.81 ± 1.0052.51 ± 2.0199.60 ± 0.2388.25 ± 1.2290.03 ± 1.1491.18 ± 0.9891.99 ± 0.7788.21 ± 1.8688.20 ± 2.4475.37 ± 1.90
Sapfile48.85 ± 11.4754.18 ± 10.3145.71 ± 14.9541.98 ± 8.9748.85 ± 8.8949.67 ± 6.8349.67 ± 8.5448.08 ± 9.4647.31 ± 12.3041.92 ± 12.36
Sat85.10 ± 0.8779.60 ± 1.2386.03 ± 0.9890.55 ± 0.7926.14 ± 0.5327.32 ± 0.4727.32 ± 0.4789.71 ± 1.6088.98 ± 1.1159.75 ± 1.30
Satelite85.07 ± 0.8279.56 ± 1.1086.34 ± 0.6590.58 ± 1.1126.12 ± 0.5727.40 ± 0.7127.40 ± 0.7189.82 ± 0.6689.26 ± 0.8759.97 ± 1.65
Scadi58.57 ± 8.1182.86 ± 9.0480.00 ± 13.8080.00 ± 13.8075.71 ± 9.6478.57 ± 13.8881.43 ± 15.1380.00 ± 9.9980.00 ± 9.9958.57 ± 10.54
Schillingdata86.86 ± 0.2493.86 ± 0.7486.74 ± 0.1588.45 ± 1.0086.74 ± 0.1589.00 ± 1.0391.63 ± 0.6692.67 ± 2.0891.01 ± 3.3886.58 ± 0.44
Seeds86.67 ± 6.6691.43 ± 4.3891.90 ± 5.9694.29 ± 2.0193.81 ± 3.9293.81 ± 3.9293.81 ± 3.9295.24 ± 3.1796.19 ± 3.0182.38 ± 10.05
Segment90.30 ± 2.2680.22 ± 1.8996.93 ± 1.0997.14 ± 0.6265.37 ± 2.8867.01 ± 2.4066.97 ± 2.4796.06 ± 1.2096.28 ± 0.8963.85 ± 2.78
Seismic-bumps93.42 ± 0.0186.73 ± 1.8993.34 ± 0.2489.39 ± 1.4693.42 ± 0.0193.42 ± 0.0193.42 ± 0.0192.45 ± 0.9392.30 ± 0.9292.96 ± 0.55
Semeion78.02 ± 3.3685.94 ± 2.7275.83 ± 2.3991.46 ± 1.9295.60 ± 1.0796.17 ± 0.6996.11 ± 0.7292.65 ± 1.5793.09 ± 1.6619.59 ± 0.47
Setapprocesst168.33 ± 8.7058.57 ± 22.1162.86 ± 20.4065.24 ± 10.7263.81 ± 8.3868.57 ± 10.6466.90 ± 9.2964.76 ± 20.4865.00 ± 19.9272.14 ± 23.19
Setapprocesst1066.43 ± 5.5144.64 ± 15.9958.21 ± 14.1260.54 ± 16.5166.43 ± 5.5166.43 ± 5.5166.43 ± 5.5151.25 ± 27.0751.25 ± 21.9562.14 ± 8.07
Setapprocesst1166.43 ± 5.5152.50 ± 24.6765.71 ± 18.5558.04 ± 16.2866.43 ± 5.5166.43 ± 5.5166.43 ± 5.5161.43 ± 15.7164.11 ± 20.1156.96 ± 10.60
Setapprocesst267.86 ± 8.1666.79 ± 15.2772.14 ± 19.7162.68 ± 21.5766.43 ± 5.5166.43 ± 5.5166.43 ± 5.5162.68 ± 20.1665.18 ± 20.8181.25 ± 16.71
Setapprocesst366.43 ± 5.5165.18 ± 12.6960.54 ± 15.7666.25 ± 13.4066.43 ± 5.5166.43 ± 5.5166.43 ± 5.5166.25 ± 13.4066.25 ± 9.4353.04 ± 16.45
Setapprocesst471.43 ± 6.6447.62 ± 26.1555.24 ± 15.2260.24 ± 18.5871.43 ± 6.6471.43 ± 6.6471.43 ± 6.6455.00 ± 21.8956.90 ± 17.3772.62 ± 11.68
Setapprocesst569.29 ± 7.2845.89 ± 16.5253.39 ± 18.0059.64 ± 17.6065.18 ± 7.5463.93 ± 8.9463.93 ± 8.9459.82 ± 13.5862.50 ± 14.6865.71 ± 24.88
Setapprocesst666.43 ± 5.5167.50 ± 16.6864.82 ± 13.1564.29 ± 14.5166.43 ± 5.5166.43 ± 5.5166.43 ± 5.5162.68 ± 17.4662.68 ± 14.6460.18 ± 20.15
Setapprocesst767.86 ± 8.1674.82 ± 14.8660.71 ± 19.9464.11 ± 15.0966.43 ± 5.5166.43 ± 5.5166.43 ± 5.5170.54 ± 21.1571.96 ± 18.2952.86 ± 15.18
Setapprocesst866.43 ± 5.5168.93 ± 14.0270.18 ± 15.1363.21 ± 15.5966.43 ± 5.5166.43 ± 5.5166.43 ± 5.5166.61 ± 16.3765.36 ± 18.1649.46 ± 11.45
Setapprocesst966.43 ± 5.5164.64 ± 16.6269.29 ± 16.4958.39 ± 9.9366.43 ± 5.5166.43 ± 5.5166.43 ± 5.5170.18 ± 20.2667.68 ± 17.2250.71 ± 16.54
Shillbiddingdataset90.95 ± 0.4396.71 ± 0.4399.62 ± 0.1599.22 ± 0.2899.54 ± 0.1799.56 ± 0.2199.65 ± 0.1999.68 ± 0.1599.72 ± 0.1997.28 ± 0.54
Shuttle-landing-control95.00 ± 15.8180.00 ± 34.9695.00 ± 15.8195.00 ± 15.8195.00 ± 15.8195.00 ± 15.8195.00 ± 15.8185.00 ± 33.7580.00 ± 34.9685.00 ± 33.75
Somervillehappinesssurvey201557.33 ± 12.5059.38 ± 9.9964.29 ± 17.0958.95 ± 12.8060.05 ± 10.8658.71 ± 10.3158.76 ± 11.6958.86 ± 9.3859.57 ± 11.6565.67 ± 15.87
Sonar76.55 ± 7.0667.88 ± 9.2971.17 ± 7.1086.57 ± 7.0165.90 ± 5.4370.26 ± 9.0173.60 ± 9.5482.29 ± 10.7081.76 ± 9.6862.50 ± 11.07
Soybean69.10 ± 6.5691.86 ± 5.6087.26 ± 5.1687.62 ± 4.7990.22 ± 6.0092.17 ± 4.4591.53 ± 4.6989.88 ± 6.8590.84 ± 6.4730.63 ± 2.45
Spambase77.42 ± 1.1979.11 ± 1.7892.96 ± 1.1990.78 ± 1.1093.39 ± 0.9393.50 ± 1.1093.41 ± 0.9291.20 ± 1.2789.11 ± 6.8678.35 ± 1.99
Speaker-accent51.36 ± 2.5258.07 ± 10.2269.92 ± 9.5880.56 ± 8.9258.36 ± 4.0062.31 ± 4.3162.31 ± 4.3179.64 ± 8.2075.40 ± 7.2950.45 ± 4.64
Spect70.89 ± 8.3472.14 ± 17.4670.89 ± 13.1855.71 ± 15.7264.64 ± 11.1964.46 ± 11.7463.21 ± 9.4655.71 ± 17.7956.96 ± 14.5772.14 ± 9.82
Spectf68.75 ± 12.1575.00 ± 11.7973.75 ± 12.4367.50 ± 18.8267.50 ± 6.4567.50 ± 6.4576.25 ± 13.7671.25 ± 14.4972.50 ± 15.3771.25 ± 8.44
Statlog-australian-credit67.68 ± 0.7059.28 ± 5.5366.96 ± 7.1355.80 ± 3.2967.54 ± 1.8364.35 ± 6.3863.91 ± 5.6162.75 ± 5.5961.01 ± 4.5065.22 ± 6.34
Statlog-german-credit70.00 ± 0.0075.60 ± 5.2173.90 ± 4.6867.80 ± 3.9476.10 ± 4.1277.30 ± 3.7477.30 ± 4.4270.90 ± 3.9372.20 ± 3.3670.90 ± 2.28
Statlog-heart83.70 ± 7.4583.33 ± 7.2576.30 ± 9.7575.19 ± 8.5682.96 ± 5.3080.00 ± 8.4179.63 ± 9.6078.15 ± 7.0880.00 ± 8.7671.11 ± 6.25
Statlog-image90.22 ± 2.1580.09 ± 2.0296.93 ± 1.0997.14 ± 0.6294.29 ± 0.8895.15 ± 0.9595.45 ± 0.9096.10 ± 0.9196.15 ± 1.0563.68 ± 2.46
Statlog-landsat85.95 ± 1.4979.55 ± 2.2086.13 ± 1.8190.15 ± 1.7089.47 ± 1.5990.19 ± 1.3890.26 ± 1.6189.00 ± 1.2688.88 ± 1.7460.45 ± 1.68
Statlog-shuttle84.19 ± 0.4391.64 ± 0.8999.96 ± 0.0399.94 ± 0.0499.75 ± 0.0599.80 ± 0.0599.80 ± 0.0499.69 ± 0.0499.71 ± 0.0794.69 ± 0.30
Statlog-vehicle66.55 ± 2.7144.80 ± 3.4072.23 ± 5.9369.86 ± 4.4776.72 ± 3.8880.26 ± 2.6080.50 ± 2.3682.28 ± 3.1580.75 ± 4.6251.19 ± 5.09
Steel-plates61.62 ± 2.9560.28 ± 3.8476.04 ± 3.3071.97 ± 2.7375.53 ± 2.7776.97 ± 2.2776.87 ± 2.9272.70 ± 2.8672.65 ± 3.1748.17 ± 3.88
Synthetic-control89.00 ± 2.7494.67 ± 3.5091.67 ± 3.5196.50 ± 2.1499.33 ± 0.8699.50 ± 0.8199.50 ± 0.8199.33 ± 0.8699.33 ± 0.8657.00 ± 3.83
Teaching50.25 ± 11.2854.21 ± 8.3759.58 ± 11.5762.29 ± 13.5456.17 ± 14.7061.50 ± 12.6862.17 ± 12.3754.29 ± 11.1152.29 ± 9.4146.38 ± 10.93
Thoraricsurgery85.11 ± 0.0078.51 ± 9.2784.47 ± 1.0377.23 ± 5.9485.11 ± 0.0084.47 ± 1.0384.47 ± 1.0379.15 ± 4.2379.79 ± 5.4283.40 ± 1.68
Thyroid85.19 ± 7.4296.73 ± 3.8492.06 ± 6.3297.21 ± 2.4075.87 ± 5.0177.23 ± 4.5177.23 ± 4.5196.75 ± 3.1096.75 ± 3.1090.69 ± 8.54
Thyroid-train92.47 ± 0.1395.63 ± 1.1099.71 ± 0.3292.13 ± 1.3295.10 ± 0.6895.68 ± 0.6096.26 ± 0.6396.58 ± 1.0596.00 ± 1.3096.47 ± 0.78
Tic-tac-toe65.34 ± 0.4369.62 ± 3.5693.84 ± 2.44100.00 ± 0.0098.64 ± 1.4099.27 ± 1.0099.69 ± 0.7197.81 ± 1.0497.91 ± 1.2169.93 ± 2.39
Titanic78.05 ± 2.4675.37 ± 2.8679.05 ± 1.7879.05 ± 1.7878.46 ± 2.1978.92 ± 2.0178.92 ± 2.0178.15 ± 2.2677.42 ± 2.1977.60 ± 2.02
Trains70.00 ± 48.3060.00 ± 51.6470.00 ± 48.3060.00 ± 51.6460.00 ± 51.6470.00 ± 48.3070.00 ± 48.3080.00 ± 42.1680.00 ± 42.160.00 ± 0.00
Transfusion76.88 ± 1.3475.40 ± 3.4477.81 ± 3.7770.45 ± 4.4575.27 ± 2.8972.99 ± 3.0671.92 ± 3.7278.21 ± 2.4778.48 ± 2.8076.34 ± 1.66
Trial94.08 ± 2.9090.34 ± 3.48100.00 ± 0.0099.74 ± 0.8299.10 ± 0.8799.36 ± 0.6899.36 ± 0.6899.23 ± 0.9099.36 ± 0.91100.00 ± 0.00
Turkiye-student-evaluation61.87 ± 0.0586.99 ± 1.5299.97 ± 0.0790.41 ± 1.5895.50 ± 0.5296.27 ± 0.5996.27 ± 0.59100.00 ± 0.00100.00 ± 0.0099.97 ± 0.07
Unbalanced98.60 ± 0.4990.77 ± 4.4498.60 ± 0.4997.66 ± 1.5798.60 ± 0.4998.37 ± 0.6098.13 ± 0.8198.13 ± 1.1297.90 ± 1.0898.60 ± 0.49
Urbanlandcover80.18 ± 10.2678.49 ± 9.2279.08 ± 7.8076.65 ± 11.0717.28 ± 1.9917.28 ± 1.9917.28 ± 1.9977.21 ± 12.4377.21 ± 12.4349.23 ± 14.54
Userknowledgemodeling63.91 ± 7.9089.34 ± 5.7994.02 ± 3.4180.58 ± 10.1477.74 ± 6.4285.29 ± 4.3185.69 ± 3.9391.29 ± 3.5993.25 ± 4.5885.31 ± 7.80
Vehicle69.27 ± 4.2944.80 ± 4.7272.47 ± 5.8769.86 ± 4.4730.50 ± 2.5431.32 ± 3.0731.32 ± 3.0781.70 ± 3.8281.21 ± 4.4351.90 ± 5.04
Vertebral-column-2classes74.52 ± 8.9377.74 ± 7.0481.61 ± 7.9181.94 ± 5.0985.48 ± 5.3284.52 ± 6.2384.84 ± 5.7084.52 ± 6.7784.19 ± 6.1773.87 ± 7.67
Vertebral-column-3classes70.00 ± 10.3283.23 ± 5.8582.26 ± 6.1378.71 ± 4.8683.87 ± 5.8984.84 ± 6.9884.19 ± 6.7185.16 ± 4.8684.52 ± 6.0475.16 ± 6.98
Veteran71.48 ± 2.7072.09 ± 8.9672.20 ± 6.8060.66 ± 8.8670.77 ± 1.0670.77 ± 1.0670.77 ± 1.0660.60 ± 14.5067.14 ± 15.6473.57 ± 7.61
Vowel62.42 ± 3.4363.74 ± 4.4381.52 ± 4.7299.29 ± 0.8385.05 ± 2.6091.11 ± 2.0192.93 ± 2.0892.83 ± 3.4593.54 ± 2.3932.02 ± 4.21
Wall-following91.86 ± 1.2252.47 ± 1.3899.65 ± 0.2588.18 ± 1.2189.00 ± 1.4190.60 ± 1.5891.35 ± 1.3087.48 ± 1.4087.99 ± 1.9575.64 ± 1.43
Waveform-noise67.18 ± 2.2080.00 ± 1.9375.16 ± 1.3773.62 ± 1.2786.14 ± 1.5185.38 ± 1.2884.90 ± 1.4183.54 ± 1.6483.08 ± 1.4353.72 ± 2.75
Waveform70.94 ± 1.4581.02 ± 1.3875.88 ± 1.3176.90 ± 2.0186.42 ± 1.3685.66 ± 1.3885.46 ± 1.4383.84 ± 1.1583.16 ± 1.2852.54 ± 1.64
Wbc96.92 ± 2.0297.51 ± 1.3992.98 ± 2.0295.76 ± 2.5297.66 ± 1.5897.66 ± 1.5897.80 ± 1.7395.76 ± 1.5996.19 ± 1.8591.06 ± 2.91
Wdbc93.68 ± 3.7192.98 ± 4.3093.33 ± 3.9495.96 ± 1.8762.74 ± 0.7362.74 ± 0.7362.74 ± 0.7396.66 ± 1.7695.96 ± 2.3589.81 ± 3.17
Weathernominal65.00 ± 41.1660.00 ± 39.4455.00 ± 43.7865.00 ± 41.1670.00 ± 34.9660.00 ± 39.4475.00 ± 35.3675.00 ± 35.3675.00 ± 35.3645.00 ± 43.78
Weathernumeric55.00 ± 43.7870.00 ± 34.9670.00 ± 42.1680.00 ± 34.9670.00 ± 34.9650.00 ± 47.1450.00 ± 47.1475.00 ± 42.4975.00 ± 42.4945.00 ± 43.78
Website-phishingdata82.41 ± 2.2484.11 ± 1.9090.76 ± 2.0888.32 ± 2.7785.66 ± 1.2786.18 ± 1.2087.65 ± 2.0588.77 ± 1.9489.80 ± 2.4681.74 ± 1.63
Wholesalecustomersdata89.55 ± 2.2089.09 ± 3.8390.23 ± 3.0487.95 ± 4.8067.73 ± 0.9667.73 ± 0.9667.73 ± 0.9691.59 ± 3.4090.91 ± 4.0190.45 ± 3.68
Wifi-localization92.60 ± 1.6898.20 ± 0.7197.15 ± 0.6398.30 ± 0.8979.05 ± 2.4980.45 ± 2.5880.45 ± 2.5897.90 ± 0.3997.95 ± 0.6979.00 ± 4.45
Wilt94.61 ± 0.0789.17 ± 1.8298.20 ± 0.4694.88 ± 0.5894.77 ± 0.1494.77 ± 0.1494.77 ± 0.1497.85 ± 0.8798.12 ± 0.5894.46 ± 0.21
Wine-quality-red61.98 ± 3.5755.10 ± 4.5961.16 ± 2.9864.79 ± 2.7362.79 ± 2.4863.17 ± 2.6863.29 ± 2.7060.48 ± 3.8160.60 ± 3.0754.66 ± 3.11
Wine-quality-white57.17 ± 1.9744.10 ± 1.2058.35 ± 2.8065.40 ± 2.5057.00 ± 2.2857.86 ± 2.4758.11 ± 2.6455.25 ± 2.3254.61 ± 1.4645.75 ± 2.15
Wine96.11 ± 5.8996.63 ± 5.3893.86 ± 5.5294.97 ± 4.1198.89 ± 2.3498.30 ± 2.7498.30 ± 2.7497.19 ± 3.9697.19 ± 3.9676.96 ± 9.24
Yamilnaduelectricty19.88 ± 1.296.65 ± 0.3714.06 ± 1.0921.21 ± 1.316.65 ± 0.556.82 ± 0.566.70 ± 0.616.40 ± 0.726.40 ± 0.697.45 ± 1.12
Yeast46.83 ± 2.5857.81 ± 2.6555.99 ± 4.8552.29 ± 2.3960.24 ± 4.0860.31 ± 4.2460.44 ± 4.5059.43 ± 3.4958.82 ± 3.3940.02 ± 3.39
Youtobe-kabita-preprocessing33.18 ± 2.3226.61 ± 1.0234.18 ± 1.7731.94 ± 1.5537.33 ± 2.3736.22 ± 2.1935.53 ± 2.1033.49 ± 1.2933.67 ± 2.0432.37 ± 2.01
Youtobe-nisha-preprocessing37.02 ± 1.8233.14 ± 1.9038.51 ± 1.2535.49 ± 1.8440.45 ± 2.1339.22 ± 2.1038.82 ± 2.2237.49 ± 1.9536.22 ± 2.3731.22 ± 1.32
Z-alizadehsani71.29 ± 1.4779.87 ± 6.5979.25 ± 8.3278.26 ± 7.0271.29 ± 1.4771.29 ± 1.4771.29 ± 1.4782.25 ± 7.8681.59 ± 7.3470.66 ± 5.28
Zoo91.18 ± 8.5296.18 ± 6.5492.18 ± 8.9496.18 ± 6.5494.18 ± 8.1194.18 ± 8.1194.18 ± 8.1195.18 ± 6.6595.18 ± 6.6573.27 ± 10.54
Average acc (rank)73.57 (5)72.05 (8)78.53 (1)76.87 (4)71.96 (9)72.66 (7)73.01 (6)77.95 (2)77.84 (3)67.16 (10)
Average acc std (rank)4.85 (4)6.41 (10)5.86 (6)6.07 (7)4.20 (1)4.52 (2)4.58 (3)6.10 (8)6.18 (9)5.63 (5)