Andreas Hess // Projects // Triskel // Table
Symbols denote statistical significance at the 0.05 confidence level, compared to 10 rounds of AdaBoost as the baseline.
Dataset | Ada-10 | SMO | Triskel-M1 | Triskel-1 | Triskel-W2 | Triskel-W4 | Ada-3 | Ada-50 |
anneal | 99.13 | 97.46 * | 97.90 * | 97.85 * | 99.07 | 99.39 | 99.02 | 98.99 |
anneal.ORIG | 90.04 | 87.44 * | 95.83 ◊ | 94.04 ◊ | 94.21 ◊ | 94.11 ◊ | 91.11 | 90.42 |
audiology | 81.39 | 80.77 | 80.10 | 79.58 | 80.28 | 80.42 | 81.43 | 81.39 |
autos | 76.35 | 71.34 | 70.27 * | 71.31 | 76.73 | 76.59 | 74.95 | 75.92 |
balance-scale | 89.09 | 87.57 | 87.63 | 87.78 | 88.05 | 91.65 ◊ | 87.73 | 89.09 |
Glass | 62.23 | 57.36 | 56.94 * | 61.95 | 63.40 | 63.41 | 60.66 | 62.33 |
hypothyroid | 96.15 | 93.58 * | 93.87 * | 95.27 * | 95.04 * | 95.91 | 95.62 * | 96.35 |
lymphography | 85.32 | 86.48 | 85.00 | 84.73 | 84.87 | 84.40 | 86.28 | 85.19 |
primary-tumor | 42.96 | 47.09 | 47.44 ◊ | 45.23 | 45.05 | 42.93 | 43.93 | 42.72 |
segment | 94.11 | 92.92 * | 93.61 | 94.31 | 95.08 ◊ | 95.95 ◊ | 93.66 | 94.48 |
soybean | 93.28 | 93.10 | 92.56 | 92.65 | 92.93 | 92.71 | 93.32 | 93.29 |
vehicle | 77.53 | 74.08 * | 74.15 * | 75.40 * | 77.39 | 79.48 | 75.30 * | 79.21 ◊ |
vowel | 92.27 | 70.61 * | 70.60 * | 83.71 * | 90.00 * | 93.80 | 89.91 * | 94.08 ◊ |
waveform | 86.45 | 86.48 | 86.49 | 86.43 | 86.44 | 86.36 | 86.50 | 86.44 |
zoo | 96.05 | 96.05 | 95.08 | 95.15 | 96.05 | 96.05 | 96.05 | 96.05 |
Dataset | Ada-10 | SMO | Triskel-M1 | Triskel-1 | Triskel-W2 | Triskel-W4 | Ada-3 | Ada-50 |
anneal | 13.78 | 4.45 * | 5.66 * | 12.92 | 25.07 ◊ | 48.32 ◊ | 7.15 * | 34.50 ◊ |
anneal.ORIG | 38.52 | 4.17 * | 5.46 * | 11.64 * | 23.87 * | 46.41 ◊ | 10.79 * | 95.87 ◊ |
audiology | 172.62 | 85.02 * | 58.79 * | 538.19 ◊ | 1069.06 ◊ | 1065.85 ◊ | 120.83 * | 140.52 * |
autos | 36.24 | 5.05 * | 8.54 * | 16.97 * | 30.37 * | 56.23 ◊ | 11.17 * | 130.76 ◊ |
balance-scale | 12.27 | 0.99 * | 2.36 * | 3.34 * | 5.45 * | 9.72 * | 3.22 * | 15.88 ◊ |
Glass | 39.10 | 4.73 * | 8.05 * | 15.67 * | 26.58 * | 46.96 ◊ | 12.33 * | 106.23 ◊ |
hypothyroid | 135.19 | 16.83 * | 9.63 * | 12.84 * | 39.87 * | 70.09 * | 38.24 * | 289.24 ◊ |
lymphography | 1.47 | 1.95 ◊ | 2.56 ◊ | 6.59 ◊ | 10.73 ◊ | 18.91 ◊ | 2.83 ◊ | 22.25 ◊ |
primary-tumor | 449.42 | 68.11 * | 75.35 * | 280.41 * | 542.17 ◊ | 1204.90 ◊ | 145.22 * | 1683.63 ◊ |
segment | 56.43 | 8.06 * | 11.43 * | 26.84 * | 52.77 * | 116.10 ◊ | 16.85 * | 132.11 ◊ |
soybean | 174.30 | 61.49 * | 37.30 * | 289.36 ◊ | 604.43 ◊ | 779.23 ◊ | 80.45 * | 148.99 * |
vehicle | 35.14 | 1.87 * | 4.80 * | 6.90 * | 13.01 * | 25.63 * | 7.28 * | 90.06 ◊ |
vowel | 171.23 | 21.12 * | 30.98 * | 62.61 * | 128.49 * | 272.55 ◊ | 44.11 * | 676.99 ◊ |
waveform | 217.95 | 5.14 * | 11.19 * | 8.30 * | 29.34 * | 78.60 * | 47.36 * | 361.99 ◊ |
zoo | 1.85 | 7.15 ◊ | 6.48 ◊ | 21.96 ◊ | 39.91 ◊ | 88.39 ◊ | 7.31 ◊ | 7.87 ◊ |