Research Article

Recall Network: A Simple Brain-Inspired Algorithm for Classification

Table 10

The detailed experimental results on relative absolute error and standard deviation.

DatasetRNNBJ48KNNSVM1SVM2SVM3ANN1ANN2OneR

Abalone75.92 ± 1.4264.51 ± 3.1764.97 ± 1.9163.17 ± 3.7550.10 ± 3.7049.56 ± 3.5449.63 ± 3.3865.50 ± 2.1564.96 ± 2.4558.61 ± 2.68
Absenteeism-at-work62.76 ± 1.2633.47 ± 5.170.73 ± 1.2533.50 ± 5.8531.11 ± 6.0931.11 ± 6.0931.11 ± 6.097.25 ± 2.917.28 ± 3.189.63 ± 3.49
Acute-inflammation46.10 ± 4.8119.62 ± 5.030.00 ± 0.001.64 ± 0.100.00 ± 0.000.00 ± 0.000.00 ± 0.001.10 ± 0.100.79 ± 0.0841.67 ± 16.20
Acute-nephritis43.11 ± 2.4010.82 ± 11.200.00 ± 0.001.66 ± 0.100.00 ± 0.000.00 ± 0.000.00 ± 0.001.12 ± 0.140.90 ± 0.1817.13 ± 16.15
Adult94.23 ± 1.1855.36 ± 6.7860.24 ± 7.5459.42 ± 9.8345.84 ± 11.2945.50 ± 11.3645.67 ± 11.7658.87 ± 7.6658.37 ± 7.4553.92 ± 3.56
Aggregation17.56 ± 6.471.06 ± 0.540.48 ± 0.781.23 ± 0.520.16 ± 0.520.33 ± 0.690.33 ± 0.697.37 ± 2.226.05 ± 2.4951.54 ± 3.72
Algerianforest61.49 ± 4.7212.11 ± 10.359.21 ± 8.9324.91 ± 13.5383.64 ± 3.3677.76 ± 8.5277.76 ± 8.528.33 ± 6.217.25 ± 7.425.78 ± 9.62
Annealing91.67 ± 0.6076.69 ± 9.3410.96 ± 5.4427.17 ± 5.5127.39 ± 7.8521.16 ± 6.3419.61 ± 5.2925.69 ± 8.9824.05 ± 6.9640.47 ± 0.10
Arrhythmia96.40 ± 0.4356.91 ± 10.5756.76 ± 10.4870.08 ± 4.7556.02 ± 3.6550.52 ± 5.0651.82 ± 6.1150.80 ± 7.6566.27 ± 20.9259.26 ± 3.73
Au1-100099.01 ± 0.3692.85 ± 2.6577.84 ± 7.9284.06 ± 11.3467.43 ± 0.5967.43 ± 0.5966.65 ± 2.1581.90 ± 9.7675.90 ± 9.2867.43 ± 0.59
Au4-250095.13 ± 0.7383.45 ± 2.6152.13 ± 9.3564.38 ± 7.7267.92 ± 4.8267.92 ± 4.8267.92 ± 4.8262.96 ± 6.8062.81 ± 7.9281.84 ± 7.39
Au6-100099.65 ± 0.3799.20 ± 0.7494.38 ± 4.26100.82 ± 4.3688.47 ± 0.0188.47 ± 0.0188.47 ± 0.0199.67 ± 3.16100.64 ± 4.4688.13 ± 2.58
Au6-250-drift-au6-cd1-50099.81 ± 0.5498.95 ± 1.6595.38 ± 4.1497.98 ± 4.8891.22 ± 0.7691.22 ± 0.7691.22 ± 0.7699.52 ± 2.1198.83 ± 3.9988.26 ± 4.02
Au6-cd1-40099.51 ± 0.5895.72 ± 3.6977.36 ± 8.0099.20 ± 9.4387.01 ± 0.8287.01 ± 0.8287.01 ± 0.8297.11 ± 6.0897.61 ± 5.1682.20 ± 7.92
Au7-300-drift-au7-cpd1-80098.16 ± 0.6192.66 ± 1.3881.78 ± 4.6686.32 ± 5.3990.85 ± 2.0891.77 ± 2.4591.77 ± 2.4588.86 ± 2.6687.74 ± 3.1795.23 ± 3.94
Au7-70097.73 ± 1.3291.56 ± 2.3575.84 ± 5.0496.84 ± 8.3194.08 ± 4.3295.37 ± 3.5295.37 ± 3.5290.41 ± 3.2388.33 ± 3.9882.94 ± 5.72
Au7-cpd1-50098.68 ± 0.9294.29 ± 2.5170.29 ± 5.3183.29 ± 7.5282.49 ± 1.3381.96 ± 2.1381.96 ± 2.1384.23 ± 5.6082.95 ± 6.8679.82 ± 6.44
Audiology-std96.20 ± 0.3531.94 ± 11.6829.80 ± 8.8938.14 ± 12.5142.68 ± 9.2237.28 ± 11.7933.87 ± 9.6825.65 ± 7.0326.42 ± 5.9860.90 ± 2.39
Audit-risk58.08 ± 2.6711.29 ± 4.100.27 ± 0.854.85 ± 2.543.24 ± 2.782.69 ± 2.832.42 ± 2.958.64 ± 4.018.72 ± 3.900.00 ± 0.00
Autism-adolescent-data77.89 ± 5.479.38 ± 6.010.00 ± 0.0021.64 ± 13.148.02 ± 10.379.94 ± 10.508.02 ± 10.3721.09 ± 18.1620.85 ± 18.510.00 ± 0.00
Autism-adult-data74.39 ± 2.648.31 ± 4.770.00 ± 0.0013.34 ± 9.741.81 ± 2.551.09 ± 2.451.45 ± 2.530.56 ± 0.310.44 ± 0.250.00 ± 0.00
Autism-child-data79.33 ± 2.438.93 ± 3.350.00 ± 0.0023.54 ± 7.650.69 ± 2.180.00 ± 0.000.00 ± 0.001.82 ± 1.731.95 ± 1.880.00 ± 0.00
Autos75.47 ± 3.5056.55 ± 14.3226.24 ± 8.5233.42 ± 12.5584.46 ± 5.5283.20 ± 6.6683.20 ± 6.6631.92 ± 7.3631.38 ± 6.3348.67 ± 12.86
Avila51.66 ± 0.5597.65 ± 2.378.75 ± 1.6031.65 ± 3.4841.49 ± 2.7438.68 ± 2.4036.83 ± 2.9762.83 ± 2.8462.56 ± 3.5336.74 ± 3.26
Balance-scale73.87 ± 2.7356.05 ± 2.2749.81 ± 6.4833.52 ± 7.4316.85 ± 2.6712.64 ± 1.5211.24 ± 2.3421.20 ± 2.8821.89 ± 3.6076.65 ± 7.70
Balloons81.25 ± 23.98100.00 ± 0.0091.06 ± 31.0068.48 ± 22.8857.00 ± 63.6037.00 ± 62.5537.00 ± 62.5556.90 ± 46.9054.78 ± 48.74112.50 ± 77.28
Bank95.82 ± 0.5487.54 ± 4.7070.70 ± 4.1668.26 ± 6.5451.27 ± 3.0350.51 ± 2.7849.86 ± 5.2063.84 ± 5.6365.32 ± 9.2056.04 ± 3.01
Blood96.32 ± 1.5679.63 ± 5.5083.64 ± 3.4188.71 ± 11.0959.27 ± 5.6557.81 ± 4.2459.28 ± 3.9081.45 ± 4.2181.29 ± 5.4665.18 ± 4.59
Breast-cancer-wisc-diag52.63 ± 4.6514.91 ± 8.8715.46 ± 8.539.03 ± 3.995.25 ± 4.744.51 ± 4.263.76 ± 2.508.15 ± 3.788.12 ± 4.0023.28 ± 8.76
Breast-cancer-wisc-prog97.66 ± 1.4493.25 ± 26.6579.33 ± 16.0975.56 ± 24.5756.86 ± 16.4060.03 ± 25.2361.33 ± 27.1975.38 ± 25.6573.70 ± 30.2682.38 ± 22.18
Breast-cancer-wisc30.02 ± 4.699.08 ± 3.7416.30 ± 7.3110.02 ± 6.586.33 ± 4.226.65 ± 4.347.28 ± 4.2212.22 ± 7.5710.45 ± 4.7016.14 ± 10.05
Breast-cancer93.44 ± 2.8775.65 ± 9.9987.28 ± 6.2572.06 ± 18.0062.49 ± 12.2264.17 ± 12.7566.71 ± 12.2577.44 ± 13.6778.80 ± 8.9670.83 ± 11.74
Breast-tissue67.58 ± 7.1940.04 ± 13.6841.08 ± 16.6938.07 ± 15.8050.18 ± 17.4938.79 ± 19.9336.37 ± 20.1151.89 ± 8.2851.91 ± 11.1754.78 ± 11.74
Bupa92.74 ± 3.0194.88 ± 6.4781.13 ± 16.9078.64 ± 10.0584.41 ± 4.5483.81 ± 4.8983.81 ± 4.8976.65 ± 7.6373.89 ± 7.6193.87 ± 16.05
Caesarian88.07 ± 11.6884.08 ± 21.1793.33 ± 11.9896.10 ± 29.6491.75 ± 12.2376.84 ± 25.0384.51 ± 35.1391.04 ± 37.8691.03 ± 36.15105.03 ± 38.01
Car94.52 ± 0.7754.16 ± 2.406.32 ± 1.728.13 ± 2.305.69 ± 2.474.17 ± 2.523.66 ± 2.1018.40 ± 2.7817.59 ± 3.2765.45 ± 0.26
Cardiotocography-10classes81.53 ± 0.5936.58 ± 2.7523.93 ± 2.5725.86 ± 3.5122.35 ± 2.4920.95 ± 3.0520.11 ± 2.4624.50 ± 3.1125.72 ± 2.6962.40 ± 2.72
Cardiotocography-3classes87.86 ± 1.2550.02 ± 8.4323.36 ± 6.8721.95 ± 4.7324.26 ± 5.2221.57 ± 5.6421.19 ± 4.7323.56 ± 2.7422.59 ± 5.5650.44 ± 8.62
Cervical-cancer82.50 ± 7.3623.68 ± 18.1138.98 ± 28.4030.08 ± 26.3869.87 ± 5.3762.97 ± 15.9162.97 ± 15.9118.32 ± 18.3018.11 ± 18.4852.95 ± 20.63
Chemicalcomposionofceramic48.22 ± 4.830.00 ± 0.002.50 ± 7.912.46 ± 0.01108.77 ± 4.62108.77 ± 4.62108.77 ± 4.621.03 ± 0.450.76 ± 0.360.00 ± 0.00
Chess-krvk96.17 ± 0.2390.50 ± 0.6459.18 ± 2.8756.30 ± 3.5960.36 ± 2.9057.89 ± 2.5056.18 ± 3.2774.77 ± 1.1675.03 ± 1.7983.17 ± 2.35
Chess-krvkp94.95 ± 0.2542.83 ± 3.052.14 ± 0.9320.43 ± 2.782.63 ± 1.811.63 ± 1.261.63 ± 1.071.99 ± 1.111.82 ± 1.1167.22 ± 2.90
Congressional-voting98.94 ± 0.6293.83 ± 8.2996.58 ± 5.2094.06 ± 9.8380.94 ± 8.3981.91 ± 11.0082.87 ± 12.2491.50 ± 5.9591.17 ± 6.9578.06 ± 5.53
Conn-bench-sonar-mines-rocks90.85 ± 2.5762.64 ± 17.9057.49 ± 14.4727.74 ± 13.9131.80 ± 14.1526.05 ± 15.6323.14 ± 15.7539.52 ± 18.3436.71 ± 17.2073.43 ± 21.12
Conn-bench-vowel-deterding69.18 ± 0.7447.05 ± 4.2424.61 ± 6.913.07 ± 1.426.46 ± 2.082.71 ± 1.971.66 ± 1.6422.53 ± 3.0623.12 ± 3.6671.04 ± 5.43
Connect-499.54 ± 0.11100.96 ± 2.4064.33 ± 4.3575.45 ± 7.1467.46 ± 0.6663.17 ± 2.5160.13 ± 4.5970.08 ± 5.0467.21 ± 4.0067.23 ± 0.35
Connectionist90.55 ± 2.5864.31 ± 21.2253.66 ± 14.5826.82 ± 11.6377.57 ± 17.0460.81 ± 23.0954.92 ± 24.4634.74 ± 15.7633.84 ± 15.8074.66 ± 13.93
Contrac96.44 ± 0.5985.85 ± 3.7579.77 ± 4.2288.33 ± 5.6870.39 ± 3.4270.59 ± 5.4571.54 ± 5.9780.87 ± 3.0680.04 ± 2.4880.47 ± 3.12
Covid-1982.03 ± 14.9374.56 ± 43.2559.63 ± 65.0979.44 ± 49.0662.70 ± 59.1273.88 ± 73.3459.34 ± 71.9758.59 ± 61.8956.92 ± 63.1330.51 ± 52.42
Credit-approval83.51 ± 2.4745.92 ± 6.3638.63 ± 6.3636.30 ± 11.3829.63 ± 11.0030.21 ± 9.7731.10 ± 9.2931.95 ± 5.2334.02 ± 7.1629.34 ± 9.07
Crowdsource73.96 ± 0.9339.44 ± 4.3926.14 ± 3.0310.15 ± 1.9750.77 ± 2.1750.77 ± 2.1750.77 ± 2.1717.46 ± 3.7717.68 ± 4.1344.23 ± 4.55
Crx82.23 ± 2.3645.10 ± 5.6238.94 ± 6.4538.35 ± 9.7589.49 ± 7.2288.02 ± 8.6185.38 ± 10.3736.33 ± 8.2233.45 ± 4.9529.34 ± 9.07
Cryother63.26 ± 9.9036.78 ± 21.9421.18 ± 14.9222.05 ± 16.1235.58 ± 25.9133.34 ± 26.0033.34 ± 26.0027.40 ± 16.8633.55 ± 18.8937.93 ± 21.23
Cylinder-bands93.48 ± 1.6468.93 ± 11.8860.97 ± 12.4564.94 ± 15.1350.87 ± 8.0843.91 ± 9.2139.39 ± 6.5857.23 ± 10.1355.07 ± 9.6370.12 ± 9.03
Dbworld-bodies97.83 ± 0.7049.39 ± 31.1842.52 ± 32.6282.56 ± 20.2291.52 ± 10.5191.52 ± 10.5172.85 ± 25.44//27.35 ± 26.75
Dbworld-bodies-stemmed97.66 ± 0.7947.11 ± 26.1230.81 ± 26.4673.31 ± 28.5691.52 ± 10.5182.41 ± 18.0552.77 ± 26.76//51.81 ± 41.11
Dbworld-subjects98.00 ± 0.7234.71 ± 20.8961.24 ± 20.2450.30 ± 24.7591.52 ± 10.5191.52 ± 10.5191.52 ± 10.5126.89 ± 24.7126.72 ± 27.3175.22 ± 24.75
Dbworld-subjects-stemmed98.01 ± 0.9134.39 ± 22.8654.43 ± 27.5438.63 ± 18.3891.52 ± 10.5191.52 ± 10.5191.52 ± 10.5128.03 ± 23.3228.47 ± 23.0978.63 ± 20.43
Dermatology72.96 ± 0.823.58 ± 3.296.40 ± 3.797.57 ± 5.233.06 ± 2.962.71 ± 3.102.71 ± 3.494.35 ± 1.624.10 ± 1.7162.88 ± 2.99
Diabetes86.31 ± 3.3962.50 ± 7.6369.45 ± 9.9565.77 ± 10.3676.77 ± 0.6376.77 ± 0.6376.77 ± 0.6364.99 ± 5.2963.83 ± 4.8062.74 ± 11.34
Diabetic92.32 ± 1.4986.85 ± 4.4476.21 ± 7.0077.67 ± 9.5183.89 ± 9.5981.45 ± 12.0881.27 ± 11.4866.22 ± 6.3065.45 ± 5.3193.84 ± 11.41
Divorce19.50 ± 5.154.71 ± 6.0811.74 ± 11.755.11 ± 5.534.71 ± 6.084.71 ± 6.084.71 ± 6.084.07 ± 5.114.05 ± 5.179.41 ± 10.80
Dota2train99.84 ± 0.0894.52 ± 3.6294.55 ± 8.2989.94 ± 6.0694.88 ± 0.6992.95 ± 7.2395.10 ± 6.6099.93 ± 6.2096.66 ± 4.2189.49 ± 7.29
Dow-jones-index89.78 ± 3.1299.48 ± 6.0057.59 ± 7.9490.96 ± 12.7096.02 ± 0.4396.02 ± 0.4396.02 ± 0.4391.60 ± 6.2789.30 ± 5.1087.20 ± 6.17
Dry-bean-dataset26.66 ± 0.8012.10 ± 1.599.98 ± 1.336.74 ± 1.3646.84 ± 3.3146.84 ± 3.3146.84 ± 3.3111.68 ± 1.8711.20 ± 1.5438.29 ± 2.33
Early-stage-diabetes-data-upload78.44 ± 2.7531.47 ± 7.3411.59 ± 5.574.37 ± 4.6112.18 ± 8.7710.97 ± 8.579.75 ± 7.948.41 ± 4.899.15 ± 6.2537.37 ± 9.14
Echocardiogram89.70 ± 4.9850.08 ± 25.3354.44 ± 22.2159.82 ± 30.0641.36 ± 18.4143.30 ± 25.0243.30 ± 25.0254.38 ± 28.5651.03 ± 28.1332.62 ± 14.70
Ecoli75.32 ± 1.7423.54 ± 5.7927.01 ± 9.0829.22 ± 8.5018.34 ± 6.2518.34 ± 5.9417.52 ± 4.8126.48 ± 3.8826.48 ± 4.7845.16 ± 9.41
Eegeyesate91.56 ± 0.57107.84 ± 4.2234.17 ± 1.9633.05 ± 4.1190.71 ± 0.0690.63 ± 0.1390.63 ± 0.1398.31 ± 1.7697.85 ± 2.0175.59 ± 2.38
Electrical68.31 ± 5.9913.75 ± 5.860.00 ± 0.0019.92 ± 16.1038.93 ± 16.7738.96 ± 14.6436.80 ± 13.944.36 ± 3.423.90 ± 3.090.73 ± 2.31
Energy-y159.86 ± 1.2030.85 ± 3.385.99 ± 2.4639.08 ± 6.4018.15 ± 2.2316.28 ± 2.5716.28 ± 4.4920.68 ± 1.2121.30 ± 2.1824.83 ± 3.02
Energy-y255.82 ± 1.1026.84 ± 3.0520.89 ± 3.0638.15 ± 5.3116.43 ± 3.2714.77 ± 2.4713.94 ± 2.3919.92 ± 2.7818.35 ± 3.6718.52 ± 4.92
Extentionofz-alizadehsani93.03 ± 1.2119.68 ± 9.031.59 ± 2.2023.91 ± 12.4069.98 ± 2.6769.98 ± 2.6769.98 ± 2.675.18 ± 5.214.99 ± 5.2532.95 ± 11.46
Fertility96.97 ± 4.6492.36 ± 13.73103.29 ± 16.8780.50 ± 51.6653.87 ± 10.4048.98 ± 20.0348.98 ± 30.5557.42 ± 28.5460.18 ± 42.9753.87 ± 10.40
First-order97.19 ± 1.01393.57 ± 21.980.00 ± 0.003.81 ± 2.7955.11 ± 1.1626.10 ± 8.6011.74 ± 6.331.72 ± 1.861.44 ± 1.8353.29 ± 10.21
Flags92.10 ± 1.7866.51 ± 7.3355.39 ± 10.3570.24 ± 10.5259.01 ± 11.6956.97 ± 12.7558.21 ± 16.3469.74 ± 13.5265.32 ± 12.6953.20 ± 8.94
Foresttypes61.01 ± 2.626.73 ± 5.558.70 ± 7.508.20 ± 4.8693.73 ± 3.2291.00 ± 4.7691.00 ± 4.766.85 ± 4.626.50 ± 4.8423.86 ± 11.45
Garments-worker-productivity94.96 ± 0.5797.33 ± 2.1773.76 ± 5.3197.73 ± 4.5585.27 ± 3.8684.50 ± 3.8983.51 ± 3.3086.04 ± 3.4987.19 ± 3.5589.36 ± 4.91
Gender-name-dataset99.13 ± 0.8286.75 ± 9.13100.02 ± 0.1086.20 ± 3.0474.81 ± 2.8974.62 ± 4.2174.49 ± 3.78100.20 ± 2.2999.95 ± 2.8982.34 ± 2.17
Gesture-a1-raw43.80 ± 1.1941.31 ± 3.6813.74 ± 2.795.76 ± 1.6588.48 ± 0.3788.48 ± 0.3788.48 ± 0.3716.33 ± 2.5815.27 ± 1.274.81 ± 1.98
Gesture-a1-va376.61 ± 2.0060.43 ± 4.8152.58 ± 6.7438.36 ± 4.0388.64 ± 0.2188.64 ± 0.2188.64 ± 0.2151.35 ± 3.5350.57 ± 3.2056.61 ± 2.98
Gesture-a2-raw44.81 ± 0.9945.32 ± 3.7616.78 ± 3.888.14 ± 4.3287.07 ± 0.3687.07 ± 0.3687.07 ± 0.3618.17 ± 2.4216.61 ± 2.977.56 ± 3.75
Gesture-a2-va381.75 ± 2.1282.33 ± 10.2963.73 ± 3.7346.37 ± 5.8787.27 ± 0.3487.27 ± 0.3487.27 ± 0.3464.21 ± 4.7163.64 ± 5.6665.65 ± 5.84
Gesture-a3-raw34.69 ± 1.2853.80 ± 3.1910.48 ± 1.455.31 ± 1.3386.11 ± 0.2686.11 ± 0.2686.11 ± 0.2617.87 ± 1.7118.09 ± 2.406.32 ± 1.56
Gesture-a3-va381.14 ± 0.8367.45 ± 3.7234.68 ± 4.4213.90 ± 2.3886.25 ± 0.2886.25 ± 0.2886.25 ± 0.2857.22 ± 3.3655.36 ± 3.3566.08 ± 3.20
Gesture-b1-raw41.41 ± 2.2372.03 ± 4.6711.04 ± 3.447.69 ± 3.9183.92 ± 0.9083.66 ± 1.0583.66 ± 1.0521.63 ± 3.7617.96 ± 2.5611.74 ± 3.07
Gesture-b1-va383.39 ± 2.3590.45 ± 8.6643.56 ± 5.2513.47 ± 3.6784.39 ± 0.4784.39 ± 0.4784.39 ± 0.4760.78 ± 3.9256.72 ± 5.5478.87 ± 5.95
Gesture-b3-raw48.32 ± 2.6260.30 ± 3.5912.84 ± 4.516.27 ± 1.1587.61 ± 0.4387.61 ± 0.4387.61 ± 0.4318.99 ± 4.8418.83 ± 4.556.07 ± 3.08
Gesture-b3-va390.20 ± 1.6375.18 ± 4.5157.61 ± 4.6429.08 ± 3.8287.73 ± 0.2587.73 ± 0.2587.73 ± 0.2560.88 ± 4.9062.11 ± 4.4778.51 ± 7.19
Gesture-c1-raw47.07 ± 2.1547.52 ± 3.5314.73 ± 2.897.66 ± 2.1394.19 ± 0.5394.19 ± 0.5394.19 ± 0.5319.08 ± 3.3519.07 ± 4.297.88 ± 3.30
Gesture-c1-va383.85 ± 2.0762.77 ± 3.7054.69 ± 4.3437.89 ± 4.3594.50 ± 0.4294.50 ± 0.4294.50 ± 0.4250.38 ± 4.0251.14 ± 3.0874.23 ± 5.90
Gesture-c3-raw44.71 ± 1.7251.60 ± 5.3016.74 ± 4.759.32 ± 2.9793.71 ± 0.2893.71 ± 0.2893.71 ± 0.2821.17 ± 2.8823.33 ± 2.297.27 ± 1.72
Gesture-c3-va386.27 ± 1.6569.93 ± 2.9159.86 ± 5.0948.48 ± 6.0493.77 ± 0.2593.77 ± 0.2593.77 ± 0.2562.21 ± 4.7062.77 ± 5.2673.69 ± 3.58
Glass74.97 ± 3.6771.06 ± 9.0848.23 ± 10.0242.06 ± 11.8036.66 ± 8.9437.99 ± 11.6439.26 ± 11.5053.34 ± 9.9950.21 ± 5.6858.02 ± 12.16
Go-track-tracks67.60 ± 8.7437.42 ± 9.9527.13 ± 13.9219.34 ± 16.9656.18 ± 25.5056.25 ± 23.1256.25 ± 23.1237.59 ± 11.7436.30 ± 10.9049.11 ± 27.29
Haberman-survival94.64 ± 3.4385.03 ± 6.7193.09 ± 6.0286.06 ± 18.0170.33 ± 11.6773.69 ± 7.1973.69 ± 7.1990.85 ± 6.5690.66 ± 7.1769.48 ± 7.26
Hayes-roth62.76 ± 4.2567.68 ± 4.6930.93 ± 7.9221.33 ± 8.6821.04 ± 10.9229.15 ± 10.0330.33 ± 10.0151.32 ± 15.3749.42 ± 15.8686.18 ± 9.07
Hcc-data94.91 ± 2.0070.55 ± 13.4190.97 ± 11.9177.33 ± 16.7080.73 ± 3.9680.73 ± 3.9680.73 ± 3.9675.16 ± 23.8976.59 ± 20.0265.20 ± 23.22
Hcvdat80.27 ± 2.1638.07 ± 12.4633.72 ± 8.2540.46 ± 5.9453.59 ± 1.5053.59 ± 1.5053.59 ± 1.5032.43 ± 10.4634.86 ± 10.2445.68 ± 6.81
Heart-cleveland91.33 ± 2.4971.33 ± 10.4380.13 ± 9.0570.80 ± 9.7965.53 ± 12.6563.49 ± 13.5965.48 ± 14.2472.20 ± 8.5371.26 ± 7.7573.19 ± 10.59
Heart-hungarian78.79 ± 4.9641.67 ± 13.9859.37 ± 11.7049.09 ± 17.4839.56 ± 16.4238.16 ± 13.7336.72 ± 13.9950.25 ± 16.2450.26 ± 14.0645.51 ± 20.32
Heart-switzerland97.90 ± 3.2892.11 ± 8.8890.12 ± 15.1694.39 ± 18.5884.83 ± 8.6983.77 ± 7.9181.35 ± 9.0284.47 ± 15.4380.93 ± 13.6094.32 ± 17.44
Heart-va97.78 ± 1.2591.24 ± 7.3791.84 ± 6.2885.06 ± 9.9385.18 ± 12.4688.43 ± 11.1691.04 ± 12.3193.90 ± 7.8594.42 ± 10.2294.29 ± 12.81
Heart-failure-clinical-records-dataset93.16 ± 1.6357.66 ± 10.1154.22 ± 10.9279.25 ± 15.4173.52 ± 2.8673.52 ± 2.8673.52 ± 2.8662.49 ± 10.6754.54 ± 18.0432.91 ± 14.29
Hepatitis92.08 ± 3.5554.48 ± 24.8373.05 ± 20.6454.33 ± 16.4750.89 ± 18.8047.08 ± 28.0847.08 ± 28.0861.88 ± 27.4065.42 ± 34.3378.56 ± 21.85
Hill-valley100.16 ± 2.29102.38 ± 4.86100.08 ± 0.2596.41 ± 6.9495.70 ± 13.1595.71 ± 14.8893.73 ± 13.9991.27 ± 4.5390.95 ± 4.77105.01 ± 9.86
Hiv1625data49.77 ± 3.5620.84 ± 5.2036.62 ± 6.4432.25 ± 3.5322.02 ± 5.6618.55 ± 6.0117.69 ± 6.5914.33 ± 5.0418.96 ± 6.4958.22 ± 4.93
Hiv746data49.45 ± 3.0921.20 ± 5.6051.28 ± 6.1933.32 ± 6.0921.02 ± 7.4618.32 ± 5.6218.05 ± 6.5615.19 ± 4.4716.16 ± 6.2838.28 ± 8.74
Horse-colic87.65 ± 2.4059.11 ± 12.1633.81 ± 9.2550.78 ± 16.0635.25 ± 10.3633.09 ± 11.3032.37 ± 12.2949.23 ± 10.9947.76 ± 14.4438.15 ± 11.72
Htru37.39 ± 2.0433.26 ± 2.7020.41 ± 2.6917.19 ± 2.2953.21 ± 0.8451.20 ± 1.1451.77 ± 1.0918.13 ± 2.9617.91 ± 2.3414.44 ± 2.41
Hypothyroid93.55 ± 0.9348.91 ± 5.214.16 ± 1.7558.72 ± 10.6150.73 ± 2.0149.82 ± 4.9150.00 ± 5.2152.30 ± 32.6556.91 ± 36.3325.81 ± 6.37
Ibeacon-rssi-labeled97.01 ± 0.2383.22 ± 1.7075.07 ± 2.2764.94 ± 2.8466.64 ± 1.7264.22 ± 2.8463.01 ± 3.1784.54 ± 1.8982.78 ± 2.1596.65 ± 1.75
Ilpd-indian-liver94.61 ± 3.03108.16 ± 11.8094.49 ± 8.2586.13 ± 14.6070.00 ± 1.3871.70 ± 4.2471.29 ± 6.1284.04 ± 6.7483.75 ± 7.2083.01 ± 7.53
Image-segmentation59.74 ± 3.0226.23 ± 6.5915.54 ± 9.1818.04 ± 5.0815.00 ± 3.7515.00 ± 5.2715.56 ± 5.1115.24 ± 4.3314.83 ± 4.4347.78 ± 10.21
Immunotherapy89.60 ± 4.2192.94 ± 19.9669.14 ± 23.7791.35 ± 50.1462.20 ± 8.3562.20 ± 8.3562.20 ± 8.3557.96 ± 25.6661.26 ± 26.9645.99 ± 27.09
Impensdata77.82 ± 2.6947.91 ± 6.0799.79 ± 0.0058.34 ± 8.2959.21 ± 0.7459.21 ± 0.7459.21 ± 0.7438.09 ± 7.7443.16 ± 10.6158.80 ± 7.71
In-vehicle-coupon-recommendation97.77 ± 0.1283.15 ± 1.2776.82 ± 1.3473.01 ± 2.6963.41 ± 2.6862.33 ± 2.6761.48 ± 2.6960.94 ± 1.9859.27 ± 2.6380.46 ± 1.80
Indian94.02 ± 2.54107.75 ± 12.2680.09 ± 10.7187.84 ± 16.7367.51 ± 3.8169.19 ± 3.3269.19 ± 3.3284.54 ± 7.5583.72 ± 7.1983.42 ± 7.37
Ionosphere51.47 ± 4.5337.70 ± 10.1120.34 ± 7.1630.12 ± 9.7912.34 ± 4.9511.09 ± 6.889.24 ± 6.5321.13 ± 3.9120.94 ± 5.7141.49 ± 16.32
Iris37.75 ± 5.3610.00 ± 5.767.87 ± 7.858.98 ± 8.045.00 ± 5.276.00 ± 6.995.00 ± 5.277.36 ± 6.206.64 ± 5.3212.00 ± 9.19
Jain21.84 ± 8.2117.35 ± 7.281.39 ± 4.380.77 ± 0.010.00 ± 0.000.00 ± 0.000.00 ± 0.0017.70 ± 6.2817.64 ± 6.4312.52 ± 8.66
Jsbach-chorals-harmony80.38 ± 0.7722.07 ± 2.5326.32 ± 2.9613.94 ± 2.1818.19 ± 2.9515.02 ± 2.1813.64 ± 3.3212.76 ± 2.8214.35 ± 4.5519.65 ± 3.00
Knowledge76.90 ± 4.1335.94 ± 11.0611.39 ± 7.6736.84 ± 11.4522.75 ± 13.7615.49 ± 12.3811.42 ± 11.0214.79 ± 6.9214.60 ± 7.0724.50 ± 13.45
Lasvegastripadvisorreviews99.97 ± 0.2598.75 ± 2.6097.89 ± 4.5298.63 ± 4.57101.19 ± 3.93103.28 ± 5.62100.49 ± 5.6499.59 ± 5.3998.21 ± 4.86100.23 ± 3.81
Leaf82.76 ± 1.3728.96 ± 7.3742.06 ± 7.51100.12 ± 3.0385.83 ± 4.2478.52 ± 5.3377.00 ± 5.7556.53 ± 5.5957.23 ± 5.4378.83 ± 5.06
Led-display86.13 ± 0.4342.75 ± 2.2346.22 ± 2.6442.55 ± 2.5631.24 ± 4.5531.46 ± 4.2331.80 ± 4.0742.19 ± 2.2240.90 ± 2.4189.39 ± 1.40
Lenses78.24 ± 19.64102.13 ± 12.9743.55 ± 64.2037.48 ± 34.7836.36 ± 49.6532.73 ± 47.2832.73 ± 47.2853.43 ± 45.6655.71 ± 48.2462.42 ± 68.75
Letter89.09 ± 0.1243.64 ± 0.5914.28 ± 0.714.39 ± 0.315.33 ± 0.264.16 ± 0.313.63 ± 0.2221.06 ± 1.0420.96 ± 0.8086.06 ± 0.38
Libras79.37 ± 2.4339.44 ± 9.8133.97 ± 10.2418.90 ± 5.1020.23 ± 4.3915.77 ± 4.6613.98 ± 4.2225.08 ± 4.4923.87 ± 4.3284.50 ± 6.46
Low-res-spect74.95 ± 1.6429.64 ± 5.9127.01 ± 5.0826.51 ± 5.9415.95 ± 3.6915.66 ± 4.1514.24 ± 3.8514.10 ± 4.7814.10 ± 4.5239.53 ± 7.99
Lung-cancer92.89 ± 5.0256.37 ± 24.3187.48 ± 36.4376.93 ± 50.2070.31 ± 32.9761.64 ± 32.4773.12 ± 38.0979.89 ± 33.0579.31 ± 34.2279.46 ± 27.00
Lymphography84.63 ± 2.2638.02 ± 11.2352.62 ± 13.9448.40 ± 24.0226.31 ± 17.0727.84 ± 18.2431.39 ± 16.2837.80 ± 14.2137.20 ± 13.1945.35 ± 14.88
Magic74.32 ± 1.8960.02 ± 4.3348.72 ± 3.9844.28 ± 5.0933.12 ± 4.6632.55 ± 3.7832.55 ± 3.0841.43 ± 4.1542.65 ± 4.2261.10 ± 9.66
Mammographic72.02 ± 2.5648.19 ± 5.7449.33 ± 3.9951.58 ± 9.6134.73 ± 4.2935.56 ± 5.2235.15 ± 5.3150.99 ± 3.1152.18 ± 5.2236.41 ± 2.52
Miniboone77.60 ± 0.71180.29 ± 3.5236.81 ± 6.0642.03 ± 4.0139.34 ± 6.2736.60 ± 5.3634.65 ± 4.7053.19 ± 7.0654.03 ± 8.2146.39 ± 4.51
Molec-biol-promoter89.02 ± 4.0126.91 ± 16.7453.25 ± 20.1055.99 ± 23.6734.72 ± 26.9130.72 ± 23.8930.72 ± 23.8946.07 ± 17.9746.21 ± 18.1660.51 ± 22.18
Molec-biol-splice96.55 ± 0.2316.95 ± 2.4313.87 ± 2.8760.03 ± 3.4020.95 ± 3.2120.69 ± 2.7821.56 ± 2.1226.61 ± 3.4527.08 ± 2.9359.63 ± 3.71
Monks-178.06 ± 6.4473.39 ± 15.318.32 ± 13.8761.26 ± 18.4438.71 ± 24.2133.84 ± 21.8433.71 ± 19.1827.39 ± 27.9323.27 ± 32.8153.45 ± 19.63
Monks-2100.45 ± 2.64101.79 ± 5.6257.45 ± 20.6082.85 ± 22.0989.06 ± 15.2782.81 ± 26.2175.20 ± 25.6161.57 ± 19.7957.60 ± 17.0087.86 ± 9.58
Monks-374.97 ± 6.4353.25 ± 8.9421.44 ± 15.4250.96 ± 30.8919.62 ± 15.1221.41 ± 15.9121.41 ± 15.9133.73 ± 20.1225.08 ± 12.8644.24 ± 7.68
Mushroom65.43 ± 0.9424.96 ± 2.210.00 ± 0.000.03 ± 0.000.00 ± 0.000.00 ± 0.000.00 ± 0.000.14 ± 0.010.09 ± 0.012.96 ± 0.96
Musk-180.80 ± 2.6952.32 ± 14.5431.55 ± 13.3331.05 ± 9.2218.77 ± 8.7415.39 ± 5.8212.83 ± 6.0814.69 ± 4.8914.71 ± 4.7776.50 ± 18.17
Musk-276.64 ± 1.2655.96 ± 5.8318.49 ± 4.9014.48 ± 3.6114.72 ± 4.519.70 ± 3.587.30 ± 2.855.64 ± 2.645.43 ± 3.2338.67 ± 4.73
Newdiagnosis48.01 ± 3.5520.34 ± 6.580.00 ± 0.000.17 ± 0.020.00 ± 0.000.00 ± 0.000.00 ± 0.001.41 ± 0.181.02 ± 0.1046.26 ± 14.11
Nursery88.77 ± 0.1531.12 ± 0.760.89 ± 0.3917.22 ± 0.862.58 ± 0.321.94 ± 0.301.56 ± 0.297.45 ± 1.969.42 ± 2.5542.53 ± 1.51
Obesitydataset-raw-and-data-sinthetic78.81 ± 0.3944.47 ± 1.698.71 ± 2.0721.26 ± 2.8812.01 ± 2.729.68 ± 2.628.80 ± 2.598.47 ± 3.078.33 ± 1.7738.45 ± 4.18
Obs-network-dataset-2-aug2745.55 ± 1.7941.61 ± 7.450.52 ± 1.641.51 ± 0.923.45 ± 0.973.45 ± 0.973.45 ± 0.977.92 ± 2.395.39 ± 1.8313.83 ± 3.08
Occupancy-data18.67 ± 2.0310.09 ± 2.203.99 ± 1.681.95 ± 1.0841.13 ± 4.3538.62 ± 4.9938.62 ± 4.997.57 ± 1.997.12 ± 2.182.83 ± 1.67
Occupancy-data222.14 ± 1.3711.92 ± 1.512.71 ± 0.551.64 ± 0.6849.55 ± 1.5043.21 ± 1.7643.21 ± 1.762.78 ± 0.622.62 ± 0.531.88 ± 0.47
Occupancy-data314.30 ± 1.406.64 ± 1.542.00 ± 0.451.66 ± 0.6751.10 ± 1.5946.29 ± 1.8346.25 ± 1.814.03 ± 0.843.97 ± 0.881.87 ± 0.53
Old84.69 ± 0.5315.52 ± 2.1313.01 ± 2.865.28 ± 1.689.97 ± 1.889.73 ± 2.589.15 ± 2.416.60 ± 2.046.64 ± 2.4822.91 ± 3.27
Online-shoppers-intention92.63 ± 0.4286.25 ± 4.5753.53 ± 1.7470.60 ± 2.1959.24 ± 0.2159.42 ± 0.4959.64 ± 0.5951.02 ± 5.2852.07 ± 6.1244.98 ± 3.77
Oocytes-merluccius-nucleus-4d89.08 ± 2.3890.22 ± 8.8765.21 ± 8.1362.94 ± 8.7751.35 ± 6.6044.93 ± 5.6442.93 ± 6.7745.77 ± 5.9647.91 ± 7.6675.00 ± 11.58
Oocytes-merluccius-states-2f53.89 ± 4.0432.92 ± 8.0123.11 ± 7.1719.73 ± 6.1418.04 ± 5.6117.19 ± 4.5515.71 ± 4.2819.18 ± 3.5619.41 ± 4.6639.27 ± 10.17
Oocytes-trisopterus-nucleus-2f89.86 ± 2.4794.11 ± 10.0661.67 ± 11.1752.72 ± 11.8638.64 ± 7.5133.25 ± 6.9734.15 ± 5.6637.00 ± 5.5639.20 ± 6.5183.14 ± 12.22
Oocytes-trisopterus-states-5b61.02 ± 4.4448.06 ± 8.1026.01 ± 6.0618.56 ± 7.3716.39 ± 6.7815.30 ± 5.4614.42 ± 4.6314.42 ± 5.0314.44 ± 5.1639.78 ± 5.50
Optdigits89.32 ± 0.159.66 ± 1.1211.34 ± 1.611.74 ± 0.7129.85 ± 2.1227.92 ± 2.3127.92 ± 2.312.91 ± 0.672.43 ± 0.5781.08 ± 1.37
Optical88.77 ± 0.229.36 ± 1.3512.64 ± 1.312.00 ± 0.631.57 ± 0.621.39 ± 0.671.42 ± 0.652.91 ± 0.682.93 ± 0.7580.33 ± 1.44
Ozone98.65 ± 0.75514.31 ± 55.6983.66 ± 10.3087.49 ± 11.3251.08 ± 1.8651.08 ± 1.8651.08 ± 1.8667.47 ± 15.3961.98 ± 13.0155.98 ± 7.57
Page-blocks67.45 ± 1.9957.06 ± 7.9021.18 ± 2.3221.68 ± 3.2220.05 ± 3.9318.71 ± 3.9518.52 ± 4.0026.28 ± 3.5625.37 ± 3.4432.81 ± 3.16
Parkingbirmingham21.04 ± 1.6631.59 ± 1.110.00 ± 0.003.44 ± 0.6942.84 ± 3.9240.14 ± 4.0540.14 ± 4.0527.47 ± 1.4523.68 ± 1.490.00 ± 0.00
Parkinsons74.34 ± 7.3682.45 ± 30.0053.50 ± 10.0711.04 ± 6.5732.95 ± 16.9227.47 ± 16.7923.27 ± 15.5031.68 ± 15.1029.52 ± 19.5537.10 ± 20.47
Pasture81.94 ± 8.6540.75 ± 34.2535.21 ± 28.5647.07 ± 37.59107.02 ± 6.04107.02 ± 6.04107.02 ± 6.0441.92 ± 35.9943.88 ± 36.4954.68 ± 39.33
Pbc83.92 ± 3.2150.57 ± 13.5260.78 ± 11.9485.44 ± 18.4881.30 ± 1.3881.30 ± 1.3881.30 ± 1.3861.73 ± 10.6156.72 ± 6.2958.61 ± 19.36
Pen68.81 ± 0.3616.90 ± 1.264.44 ± 0.530.81 ± 0.1996.14 ± 0.9595.06 ± 1.0695.06 ± 1.066.74 ± 0.776.83 ± 0.4367.85 ± 1.71
Pendigits68.16 ± 0.4014.41 ± 1.414.97 ± 0.790.78 ± 0.260.43 ± 0.210.37 ± 0.170.39 ± 0.196.10 ± 0.696.03 ± 0.6066.97 ± 2.20
Pharynx100.44 ± 3.94107.48 ± 11.5699.56 ± 0.04100.09 ± 29.3767.52 ± 22.1673.58 ± 28.0581.86 ± 28.0780.91 ± 10.3382.63 ± 43.90201.57 ± 18.02
Phishingwebsites87.61 ± 0.2118.12 ± 1.1511.49 ± 0.836.55 ± 1.1111.14 ± 1.0510.14 ± 1.029.60 ± 0.936.99 ± 0.836.88 ± 0.6322.51 ± 1.14
Pima86.45 ± 3.1462.48 ± 7.6569.45 ± 9.9565.77 ± 10.3653.56 ± 8.9454.71 ± 8.8155.00 ± 7.5265.00 ± 5.2963.83 ± 4.8062.74 ± 11.34
Pittsburg-bridges-rel-l85.63 ± 4.1466.08 ± 15.1876.14 ± 17.0149.78 ± 27.1054.48 ± 20.2852.97 ± 20.3645.14 ± 18.3367.73 ± 16.6664.05 ± 17.5548.20 ± 17.58
Pittsburg-bridges-span86.15 ± 3.4764.47 ± 11.4172.83 ± 17.0072.74 ± 26.2256.74 ± 24.0658.65 ± 26.7558.65 ± 26.7558.68 ± 11.3054.18 ± 17.9473.56 ± 22.28
Pittsburg-bridges-t-or-d92.43 ± 8.6180.50 ± 21.1286.75 ± 31.0869.10 ± 43.9553.74 ± 26.2047.70 ± 33.0143.14 ± 29.2658.96 ± 44.7065.23 ± 51.6560.71 ± 42.49
Pittsburg-bridges-type89.03 ± 3.9767.18 ± 9.4365.56 ± 7.2858.61 ± 14.7360.67 ± 16.0650.95 ± 23.2049.46 ± 17.7160.92 ± 18.9159.26 ± 20.9757.79 ± 7.39
Pittsburg-bridgesmaterial73.99 ± 3.7945.14 ± 15.6247.53 ± 13.3542.97 ± 27.9933.41 ± 14.3235.53 ± 13.8938.09 ± 22.4345.06 ± 20.5252.34 ± 19.8831.28 ± 10.34
Planning99.62 ± 2.38104.13 ± 8.7699.73 ± 0.0283.73 ± 22.6769.71 ± 2.8272.56 ± 14.7683.38 ± 17.31101.14 ± 12.75105.45 ± 20.7192.84 ± 21.47
Plant-margin94.95 ± 0.1215.73 ± 2.4654.50 ± 4.1731.05 ± 2.6317.36 ± 2.2915.40 ± 2.8315.02 ± 2.8524.09 ± 1.8123.12 ± 2.5193.24 ± 2.19
Plant-shape91.94 ± 0.1147.32 ± 3.0355.79 ± 3.2539.84 ± 3.1651.57 ± 1.6343.68 ± 3.1640.34 ± 3.3943.86 ± 3.2241.23 ± 3.0392.35 ± 1.63
Plant-texture95.39 ± 0.1525.87 ± 3.1850.29 ± 3.3925.28 ± 2.6816.86 ± 2.5214.59 ± 2.3114.08 ± 2.3723.84 ± 1.6022.80 ± 1.5997.53 ± 0.91
Poker-hand-training-true99.97 ± 0.0199.98 ± 0.0384.40 ± 2.9193.48 ± 1.5172.66 ± 1.7674.66 ± 1.6476.64 ± 1.9696.31 ± 1.2696.86 ± 1.7988.07 ± 0.03
Post-operative97.54 ± 2.88103.29 ± 8.2397.97 ± 0.37101.82 ± 20.3666.34 ± 9.6571.48 ± 12.9976.48 ± 17.8697.20 ± 19.90101.48 ± 28.6771.48 ± 12.99
Primary-tumor95.28 ± 0.6968.67 ± 6.7173.20 ± 6.0176.00 ± 9.2560.18 ± 12.2462.24 ± 11.8663.26 ± 13.4270.17 ± 7.3070.44 ± 7.8081.40 ± 3.14
Qsarbioconcentration100.17 ± 0.61100.83 ± 4.02102.60 ± 5.96102.26 ± 15.1866.97 ± 1.4871.09 ± 4.1278.25 ± 7.59104.51 ± 6.05104.62 ± 4.8572.41 ± 8.44
Qsarbiodegradation88.05 ± 1.7353.37 ± 6.9242.98 ± 6.4236.83 ± 5.0131.57 ± 5.8730.73 ± 4.8532.22 ± 5.5732.16 ± 3.7632.35 ± 3.6752.10 ± 8.81
Qualitative-bankruptcy26.63 ± 1.921.79 ± 3.294.80 ± 6.530.66 ± 0.542.46 ± 5.542.46 ± 5.540.81 ± 2.571.60 ± 3.701.48 ± 3.653.28 ± 5.74
Ringnorm59.88 ± 2.393.92 ± 0.6618.08 ± 0.3749.70 ± 3.172.81 ± 0.833.05 ± 0.823.30 ± 0.9716.74 ± 2.4917.42 ± 1.6971.14 ± 1.93
Risk-factors-cervical-cancer96.16 ± 1.0992.97 ± 11.3049.02 ± 12.4447.55 ± 18.0252.88 ± 2.9353.88 ± 5.5949.80 ± 12.0941.47 ± 12.5145.32 ± 16.3231.89 ± 16.03
Robotnavigation47.91 ± 1.2371.45 ± 2.170.69 ± 0.3717.81 ± 1.8315.05 ± 1.7313.31 ± 1.4812.09 ± 1.1719.84 ± 2.4219.17 ± 3.4737.18 ± 2.86
Sapfile95.19 ± 1.5877.07 ± 9.4892.26 ± 18.2996.60 ± 13.9579.45 ± 13.7578.18 ± 10.6378.15 ± 13.0681.94 ± 12.1382.67 ± 16.5990.31 ± 19.72
Sat51.32 ± 0.5225.36 ± 1.4918.48 ± 1.1311.75 ± 0.9791.15 ± 0.6689.69 ± 0.5889.69 ± 0.5813.80 ± 1.7114.23 ± 1.2649.67 ± 1.61
Satelite51.35 ± 0.6025.36 ± 1.3618.21 ± 0.8511.72 ± 1.3791.17 ± 0.7189.59 ± 0.8889.59 ± 0.8813.49 ± 0.6614.00 ± 1.0349.40 ± 2.03
Scadi84.82 ± 1.6422.22 ± 11.1032.14 ± 15.3435.37 ± 17.0332.36 ± 12.7628.64 ± 18.7124.89 ± 20.4128.81 ± 14.8528.22 ± 14.9755.28 ± 13.83
Schillingdata82.03 ± 2.0042.45 ± 2.6399.92 ± 0.0063.68 ± 3.9357.60 ± 0.4047.78 ± 4.4336.36 ± 2.8732.39 ± 8.2939.05 ± 12.6358.26 ± 1.72
Seeds42.07 ± 5.7814.04 ± 6.2714.78 ± 8.7410.00 ± 2.969.29 ± 5.889.29 ± 5.889.29 ± 5.889.26 ± 3.268.33 ± 3.1126.43 ± 15.08
Segment53.80 ± 1.2423.49 ± 1.804.27 ± 1.123.65 ± 0.7240.40 ± 3.3638.48 ± 2.8038.54 ± 2.886.42 ± 1.055.63 ± 0.8342.17 ± 3.24
Seismic-bumps98.69 ± 0.40115.78 ± 13.1298.60 ± 3.5886.32 ± 11.8053.38 ± 0.0653.38 ± 0.0653.38 ± 0.0678.60 ± 8.8875.65 ± 8.0557.15 ± 4.41
Semeion96.78 ± 0.0715.63 ± 3.0329.94 ± 2.4110.00 ± 1.864.88 ± 1.194.26 ± 0.774.33 ± 0.809.99 ± 1.859.37 ± 1.9289.35 ± 0.53
Setapprocesst193.44 ± 5.9396.50 ± 43.9487.03 ± 39.9581.33 ± 23.3583.51 ± 18.7572.54 ± 24.3476.34 ± 21.0982.46 ± 42.8085.72 ± 44.1964.52 ± 53.46
Setapprocesst1098.97 ± 3.13124.35 ± 32.4194.02 ± 29.9788.89 ± 36.5474.50 ± 9.5974.50 ± 9.5974.50 ± 9.59105.91 ± 54.99105.17 ± 48.8884.35 ± 17.77
Setapprocesst1198.56 ± 4.45101.50 ± 58.3881.02 ± 38.4193.61 ± 33.2674.50 ± 9.5974.50 ± 9.5974.50 ± 9.5986.46 ± 33.2578.38 ± 37.2495.80 ± 22.70
Setapprocesst297.76 ± 3.5873.36 ± 30.5559.92 ± 40.5983.49 ± 46.0274.50 ± 9.5974.50 ± 9.5974.50 ± 9.5984.47 ± 38.0178.61 ± 38.2241.47 ± 37.02
Setapprocesst397.51 ± 3.1778.93 ± 26.9088.97 ± 34.4976.68 ± 30.3074.50 ± 9.5974.50 ± 9.5974.50 ± 9.5977.26 ± 27.6477.43 ± 19.43104.81 ± 36.47
Setapprocesst499.87 ± 2.10122.70 ± 60.90110.95 ± 35.4897.13 ± 42.8768.66 ± 13.0068.66 ± 13.0068.66 ± 13.00109.70 ± 45.59105.27 ± 38.8866.22 ± 27.24
Setapprocesst596.83 ± 4.53118.50 ± 38.81105.16 ± 36.9490.15 ± 36.2077.22 ± 14.4579.94 ± 17.5979.94 ± 17.5991.72 ± 26.5486.41 ± 25.9277.05 ± 57.09
Setapprocesst697.09 ± 2.1272.69 ± 34.8978.35 ± 27.5680.69 ± 31.4774.50 ± 9.5974.50 ± 9.5974.50 ± 9.5982.28 ± 31.9683.55 ± 31.7289.05 ± 46.01
Setapprocesst797.36 ± 4.0257.12 ± 30.9387.54 ± 43.2280.30 ± 31.0974.50 ± 9.5974.50 ± 9.5974.50 ± 9.5962.70 ± 38.9964.34 ± 39.59105.09 ± 34.29
Setapprocesst896.38 ± 2.6170.34 ± 32.1167.05 ± 33.1583.06 ± 34.0074.50 ± 9.5974.50 ± 9.5974.50 ± 9.5976.02 ± 35.5374.51 ± 36.64113.36 ± 28.85
Setapprocesst998.09 ± 2.6578.22 ± 32.6870.80 ± 35.6993.07 ± 20.3074.50 ± 9.5974.50 ± 9.5974.50 ± 9.5964.42 ± 39.1173.83 ± 36.60110.64 ± 39.73
Shillbiddingdataset64.59 ± 0.9718.80 ± 1.932.83 ± 0.764.15 ± 1.482.40 ± 0.912.32 ± 1.091.82 ± 1.022.19 ± 0.881.92 ± 1.0414.25 ± 2.80
Shuttle-landing-control98.09 ± 98.47153.52 ± 221.3161.65 ± 13.4881.09 ± 116.7810.00 ± 31.6210.00 ± 31.6210.00 ± 31.6294.74 ± 194.4998.24 ± 206.9490.00 ± 251.44
Somervillehappinesssurvey201593.67 ± 5.9089.07 ± 11.6082.68 ± 20.0083.95 ± 20.2680.34 ± 21.7583.02 ± 20.6382.95 ± 23.4684.30 ± 21.1885.77 ± 21.6269.05 ± 31.84
Sonar90.81 ± 2.6462.61 ± 17.9157.49 ± 14.4727.74 ± 13.9168.49 ± 10.8759.72 ± 18.0353.03 ± 19.1238.08 ± 19.2637.80 ± 18.7975.34 ± 22.26
Soybean88.59 ± 0.639.44 ± 5.7315.32 ± 5.0318.94 ± 4.9210.70 ± 6.568.56 ± 4.879.26 ± 5.1315.90 ± 6.4415.33 ± 5.9575.82 ± 2.65
Spambase84.20 ± 0.6943.63 ± 3.7118.72 ± 2.0919.36 ± 2.2613.84 ± 1.9513.61 ± 2.3013.79 ± 1.9322.48 ± 2.5727.47 ± 12.1045.33 ± 4.18
Speaker-accent88.94 ± 2.9565.19 ± 10.7545.75 ± 13.1329.60 ± 12.5359.48 ± 5.5453.85 ± 6.0753.85 ± 6.0736.25 ± 8.7037.57 ± 9.1270.82 ± 6.72
Spect94.05 ± 5.8870.52 ± 33.6486.21 ± 21.82111.23 ± 27.4979.59 ± 25.4280.41 ± 27.2383.14 ± 22.23105.25 ± 38.65105.67 ± 38.3562.49 ± 20.91
Spectf93.47 ± 4.0949.03 ± 24.5956.85 ± 22.7765.95 ± 36.6265.00 ± 12.9165.00 ± 12.9147.50 ± 27.5159.54 ± 28.0057.60 ± 26.1557.50 ± 16.87
Statlog-australian-credit98.53 ± 0.69105.50 ± 4.7092.82 ± 10.37101.28 ± 7.6874.34 ± 4.0681.65 ± 14.6382.63 ± 12.8093.88 ± 7.5795.03 ± 7.0479.67 ± 14.60
Statlog-german-credit97.57 ± 0.3268.80 ± 7.5172.76 ± 9.8076.73 ± 9.3556.88 ± 9.8154.02 ± 8.9154.02 ± 10.5370.24 ± 8.4166.81 ± 7.4069.26 ± 5.43
Statlog-heart79.99 ± 3.4137.70 ± 13.1056.04 ± 16.7450.66 ± 17.2034.50 ± 10.7240.50 ± 17.0341.25 ± 19.4445.54 ± 11.9041.61 ± 15.5058.49 ± 12.65
Statlog-image50.97 ± 1.1923.62 ± 1.874.25 ± 1.143.65 ± 0.726.67 ± 1.035.66 ± 1.115.30 ± 1.046.16 ± 1.006.14 ± 1.2242.37 ± 2.87
Statlog-landsat50.64 ± 0.8825.41 ± 2.7418.67 ± 2.1612.33 ± 2.1013.03 ± 1.9612.13 ± 1.7112.05 ± 1.9914.70 ± 1.5314.52 ± 2.1348.93 ± 2.08
Statlog-shuttle72.47 ± 0.5427.12 ± 1.380.14 ± 0.070.21 ± 0.100.70 ± 0.130.57 ± 0.130.55 ± 0.121.28 ± 0.171.26 ± 0.1414.83 ± 0.84
Statlog-vehicle77.89 ± 1.5774.64 ± 3.2137.89 ± 5.6140.51 ± 5.9431.06 ± 5.1826.33 ± 3.4726.01 ± 3.1526.89 ± 3.5226.91 ± 4.8465.11 ± 6.80
Steel-plates74.89 ± 1.2851.74 ± 4.5932.78 ± 3.8536.31 ± 3.4931.44 ± 3.5629.59 ± 2.9029.72 ± 3.7437.74 ± 2.8537.67 ± 2.9266.60 ± 4.99
Synthetic-control67.81 ± 1.686.59 ± 3.8810.39 ± 4.215.25 ± 2.550.80 ± 1.030.60 ± 0.970.60 ± 0.972.38 ± 1.172.10 ± 1.1451.60 ± 4.60
Teaching91.04 ± 3.5985.30 ± 6.2265.99 ± 14.7356.33 ± 19.1965.76 ± 22.0457.76 ± 19.0156.76 ± 18.5680.76 ± 7.8480.52 ± 7.8480.45 ± 16.39
Thoraricsurgery98.87 ± 1.05111.80 ± 29.7099.67 ± 0.2289.90 ± 23.2158.48 ± 0.0060.99 ± 4.0460.99 ± 4.0492.81 ± 15.6486.92 ± 17.5665.17 ± 6.59
Thyroid57.77 ± 8.057.98 ± 7.6618.77 ± 13.148.02 ± 5.0551.27 ± 10.3248.41 ± 9.5248.41 ± 9.529.32 ± 6.578.93 ± 6.4319.81 ± 18.26
Thyroid-train92.47 ± 1.0247.14 ± 5.662.20 ± 2.2655.74 ± 9.3934.50 ± 4.8630.39 ± 4.2226.29 ± 4.4430.70 ± 6.7235.07 ± 10.9624.80 ± 5.47
Tic-tac-toe96.31 ± 0.5282.35 ± 1.3015.71 ± 4.650.18 ± 0.013.00 ± 3.101.62 ± 2.200.69 ± 1.576.34 ± 2.175.45 ± 2.6266.37 ± 5.27
Titanic83.80 ± 1.8271.83 ± 3.9071.99 ± 3.0070.67 ± 2.8149.24 ± 5.0148.20 ± 4.6048.20 ± 4.6073.76 ± 4.9573.97 ± 6.5751.21 ± 4.63
Trains84.82 ± 15.4073.34 ± 94.6651.94 ± 84.0576.67 ± 77.4673.33 ± 94.6755.00 ± 88.5655.00 ± 88.5650.95 ± 67.2949.70 ± 68.53183.33 ± 0.00
Transfusion96.33 ± 1.5680.83 ± 5.9683.64 ± 3.4187.89 ± 11.1068.12 ± 7.9174.38 ± 8.4377.33 ± 10.2681.45 ± 4.2181.29 ± 5.4665.18 ± 4.59
Trial68.74 ± 3.5320.60 ± 7.260.00 ± 0.000.84 ± 1.751.92 ± 1.851.37 ± 1.451.37 ± 1.452.16 ± 1.921.78 ± 1.940.00 ± 0.00
Turkiye-student-evaluation93.92 ± 0.3427.54 ± 2.760.06 ± 0.1317.88 ± 2.938.37 ± 0.976.93 ± 1.106.93 ± 1.100.20 ± 0.020.14 ± 0.020.06 ± 0.13
Unbalanced95.88 ± 1.76389.07 ± 168.3295.69 ± 0.5587.80 ± 59.7547.45 ± 8.2656.16 ± 18.1563.68 ± 22.7488.33 ± 22.7382.28 ± 28.3747.45 ± 8.26
Urbanlandcover80.42 ± 3.3423.92 ± 10.7925.59 ± 7.5230.66 ± 11.8293.85 ± 2.2693.85 ± 2.2693.85 ± 2.2627.55 ± 10.2227.18 ± 10.3757.61 ± 16.50
Userknowledgemodeling75.33 ± 5.1830.86 ± 5.6911.70 ± 4.6328.66 ± 14.0831.26 ± 9.0120.64 ± 6.0120.09 ± 5.5012.98 ± 4.3911.14 ± 5.4720.65 ± 11.01
Vehicle77.45 ± 1.6675.41 ± 3.5137.74 ± 5.7440.51 ± 5.9492.71 ± 3.3891.61 ± 4.0991.61 ± 4.0927.03 ± 4.0026.45 ± 5.3764.16 ± 6.72
Vertebral-column-2classes78.84 ± 9.0750.23 ± 15.7347.01 ± 14.0241.81 ± 11.5533.18 ± 12.1735.39 ± 14.2534.65 ± 13.0341.47 ± 9.6740.32 ± 9.7459.72 ± 17.53
Vertebral-column-3classes66.41 ± 4.1033.87 ± 5.6532.10 ± 9.0434.85 ± 7.6925.81 ± 9.4324.27 ± 11.1725.30 ± 10.7331.61 ± 5.3730.66 ± 5.1039.75 ± 11.17
Veteran92.97 ± 1.9375.26 ± 12.8580.96 ± 8.6795.26 ± 21.2070.42 ± 1.8870.42 ± 1.8870.42 ± 1.8893.54 ± 29.3081.84 ± 28.6863.59 ± 17.95
Vowel80.68 ± 1.0551.58 ± 3.7621.88 ± 5.271.99 ± 0.9016.44 ± 2.869.78 ± 2.217.78 ± 2.2812.32 ± 3.3710.10 ± 2.5874.78 ± 4.63
Wall-following48.03 ± 1.1571.46 ± 1.430.60 ± 0.3917.92 ± 1.8316.60 ± 2.1314.19 ± 2.3913.06 ± 1.9620.34 ± 2.1719.91 ± 2.6236.77 ± 2.15
Waveform-noise82.77 ± 0.9430.52 ± 2.1738.30 ± 1.8239.61 ± 1.9020.79 ± 2.2721.93 ± 1.9222.65 ± 2.1224.73 ± 2.3525.51 ± 2.0369.42 ± 4.12
Waveform75.61 ± 0.9129.23 ± 1.8538.13 ± 1.9534.70 ± 3.0220.37 ± 2.0421.51 ± 2.0721.81 ± 2.1524.51 ± 1.7625.52 ± 1.8771.20 ± 2.46
Wbc21.48 ± 3.025.64 ± 3.1319.31 ± 4.1710.08 ± 4.615.15 ± 3.475.15 ± 3.474.83 ± 3.819.33 ± 3.058.55 ± 4.0419.64 ± 6.41
Wdbc52.63 ± 4.7214.94 ± 8.8815.44 ± 8.539.03 ± 3.9979.67 ± 1.2879.67 ± 1.2879.67 ± 1.287.46 ± 3.608.46 ± 4.4521.79 ± 6.79
Weathernominal99.31 ± 34.0789.36 ± 34.0379.58 ± 76.74105.12 ± 59.8655.00 ± 59.8680.00 ± 82.3355.00 ± 83.1755.18 ± 81.5955.09 ± 82.12115.00 ± 97.33
Weathernumeric117.85 ± 31.2094.85 ± 27.9451.25 ± 72.2853.86 ± 72.3155.00 ± 59.86100.00 ± 97.18100.00 ± 97.1857.19 ± 82.3358.08 ± 82.85115.00 ± 97.33
Website-phishingdata77.13 ± 1.0437.13 ± 3.1522.20 ± 3.0124.98 ± 3.4225.55 ± 2.2624.63 ± 2.1322.00 ± 3.6622.88 ± 3.3221.51 ± 3.9432.53 ± 2.92
Wholesalecustomersdata52.14 ± 4.4127.19 ± 6.3430.44 ± 6.4327.98 ± 10.9373.76 ± 1.6673.76 ± 1.6673.76 ± 1.6624.95 ± 5.7124.87 ± 5.8421.82 ± 8.40
Wifi-localization53.31 ± 0.963.08 ± 0.754.59 ± 0.682.48 ± 1.1827.93 ± 3.3226.07 ± 3.4326.07 ± 3.433.69 ± 0.483.36 ± 0.7028.00 ± 5.94
Wilt98.25 ± 1.77169.09 ± 9.2121.81 ± 4.4250.33 ± 5.7351.14 ± 1.2951.14 ± 1.2951.14 ± 1.2926.92 ± 4.6622.69 ± 3.5754.17 ± 1.88
Wine-quality-red85.83 ± 2.0182.11 ± 3.2163.71 ± 3.9255.01 ± 4.2157.83 ± 3.8257.24 ± 4.1157.05 ± 4.1477.23 ± 3.5475.38 ± 3.2170.46 ± 4.77
Wine-quality-white90.26 ± 0.4089.15 ± 0.9665.18 ± 3.2051.32 ± 3.7063.63 ± 3.3862.36 ± 3.6562.00 ± 3.9082.93 ± 1.4482.53 ± 1.3880.28 ± 3.17
Wine52.96 ± 3.135.09 ± 7.0211.00 ± 7.849.36 ± 6.111.68 ± 3.552.58 ± 4.162.58 ± 4.165.66 ± 4.985.43 ± 5.1134.99 ± 14.01
Yamilnaduelectricty92.30 ± 0.69100.00 ± 0.0092.08 ± 0.8983.42 ± 1.3898.78 ± 0.5898.61 ± 0.5998.74 ± 0.6499.98 ± 0.0499.98 ± 0.0597.94 ± 1.18
Yeast91.42 ± 0.6167.16 ± 2.4665.36 ± 4.0061.75 ± 3.0551.13 ± 5.2651.04 ± 5.4650.87 ± 5.8065.48 ± 2.4065.15 ± 2.5377.12 ± 4.38
Youtobe-kabita-preprocessing92.32 ± 0.3686.08 ± 0.8583.77 ± 1.3083.17 ± 1.3873.12 ± 2.7674.40 ± 2.5675.21 ± 2.4687.94 ± 0.6587.78 ± 0.6578.90 ± 2.34
Youtobe-nisha-preprocessing91.64 ± 0.2685.67 ± 0.8481.03 ± 0.8780.28 ± 1.9769.48 ± 2.4870.90 ± 2.4571.38 ± 2.6086.17 ± 0.6786.08 ± 0.9580.24 ± 1.53
Z-alizadehsani95.90 ± 1.2448.74 ± 14.1157.45 ± 18.0253.44 ± 16.6569.98 ± 2.6769.98 ± 2.6769.98 ± 2.6742.10 ± 17.8543.58 ± 15.4471.56 ± 12.76
Zoo65.90 ± 3.255.23 ± 8.3610.06 ± 11.098.68 ± 6.547.54 ± 10.517.54 ± 10.517.54 ± 10.518.97 ± 7.187.92 ± 7.0734.76 ± 13.50
Average rae (rank)79.08 (10)60.74 (9)44.76 (3)45.24 (4)49.04 (7)47.95 (6)47.48 (5)43.61 (2)43.27 (1)56.74 (8)
Average rae std (rank)3.21 (1)10.91 (7)9.45 (5)11.66 (9)7.55 (2)8.53 (3)8.75 (4)10.86 (6)11.51 (8)11.75 (10)