Research Article
A New Support Vector Machine Based on Convolution Product
Table 5
Levels of all-factor test for selecting the parameters.
| | ID | Try | T25 | G25 | f25 | N25 | 100F25 | T50 | G50 | f50 | N50 | 100F50 | T75 | G75 | f75 | N75 | 100F75 |
| | A2 | 1 | 13.09 | 7 | 1 | 12 | 85.00000 | 26.11 | 19 | 1 | 1 | 86.66666 | 39.07 | 19 | 1 | 1 | 86.66666 | | 2 | 27.68 | 9 | 1 | 1 | 88.33334 | 55.33 | 13 | 1 | 1 | 88.33334 | 82.59 | 28 | 1 | 2 | 88.33334 | | 3 | 42.81 | 4 | 1 | 4 | 88.33334 | 86.04 | 11 | 1 | 5 | 88.33334 | 128.39 | 26 | 1 | 6 | 88.33334 | | 4 | 130.54 | 6 | 3 | 13 | 88.33334 | 260.18 | 11 | 3 | 15 | 88.33334 | 389.33 | 11 | 3 | 15 | 88.33334 | | 5 | 43.44 | 6 | 3 | 1 | 90.00000 | 87.39 | 14 | 3 | 1 | 90.00000 | 131.20 | 14 | 3 | 1 | 90.00000 | | 6 | 84.35 | 7 | 3 | 15 | 86.66666 | 168.38 | 13 | 3 | 2 | 88.33334 | 252.73 | 27 | 3 | 3 | 88.33334 | | 7 | 149.28 | 8 | 5 | 4 | 90.00000 | 298.47 | 15 | 5 | 6 | 90.00000 | 447.50 | 24 | 5 | 7 | 90.00000 | | 8 | 215.83 | 9 | 5 | 14 | 88.33334 | 427.65 | 9 | 5 | 14 | 88.33334 | 637.65 | 21 | 5 | 1 | 88.33334 | | 9 | 113.32 | 9 | 5 | 8 | 88.33334 | 225.84 | 18 | 5 | 11 | 88.33334 | 337.70 | 25 | 5 | 15 | 88.33334 |
| | B2 | 1 | 16.03 | 6 | 1 | 13 | 97.05882 | 31.99 | 6 | 1 | 13 | 97.05882 | 47.83 | 26 | 1 | 14 | 97.05882 | | 2 | 33.41 | 5 | 1 | 15 | 97.05882 | 67.26 | 5 | 1 | 15 | 97.05882 | 101.45 | 5 | 1 | 15 | 97.05882 | | 3 | 51.63 | 6 | 1 | 15 | 97.05882 | 103.01 | 6 | 1 | 15 | 97.05882 | 155.17 | 6 | 1 | 15 | 97.05882 | | 4 | 160.82 | 0 | 3 | 15 | 97.05882 | 324.22 | 0 | 3 | 15 | 97.05882 | 485.32 | 0 | 3 | 15 | 97.05882 | | 5 | 53.08 | 2 | 3 | 15 | 97.05882 | 106.13 | 2 | 3 | 15 | 97.05882 | 159.76 | 2 | 3 | 15 | 97.05882 | | 6 | 103.51 | 0 | 3 | 15 | 97.05882 | 209.98 | 0 | 3 | 15 | 97.05882 | 316.64 | 0 | 3 | 15 | 97.05882 | | 7 | 185.49 | 0 | 5 | 15 | 97.05882 | 372.27 | 17 | 5 | 1 | 98.52941 | 558.38 | 17 | 5 | 1 | 98.52941 | | 8 | 271.51 | 9 | 5 | 1 | 98.52941 | 542.93 | 9 | 5 | 1 | 98.52941 | 815.96 | 9 | 5 | 1 | 98.52941 | | 9 | 91.88 | 5 | 5 | 1 | 98.52941 | 184.50 | 17 | 5 | 2 | 98.52941 | 276.67 | 17 | 5 | 2 | 98.52941 |
| | D1 | 1 | 22.70 | 0 | 1 | 15 | 78.08219 | 45.41 | 0 | 1 | 15 | 78.08219 | 68.09 | 0 | 1 | 15 | 78.08219 | | 2 | 45.36 | 8 | 1 | 8 | 80.82191 | 90.93 | 19 | 1 | 11 | 80.82191 | 136.65 | 21 | 1 | 12 | 80.82191 | | 3 | 68.45 | 4 | 1 | 2 | 82.19178 | 137.29 | 13 | 1 | 2 | 82.19178 | 206.65 | 27 | 1 | 4 | 82.19178 | | 4 | 207.15 | 8 | 3 | 2 | 82.19178 | 416.77 | 19 | 3 | 5 | 82.19178 | 624.94 | 29 | 3 | 6 | 82.19178 | | 5 | 68.42 | 9 | 3 | 3 | 82.19178 | 137.33 | 17 | 3 | 5 | 82.19178 | 206.86 | 29 | 3 | 6 | 82.19178 | | 6 | 136.61 | 9 | 3 | 7 | 80.82191 | 274.81 | 15 | 3 | 10 | 80.82191 | 412.70 | 23 | 3 | 12 | 80.82191 | | 7 | 232.55 | 6 | 5 | 6 | 82.19178 | 464.95 | 18 | 4 | 10 | 82.19178 | 696.72 | 25 | 5 | 1 | 83.56165 | | 8 | 345.07 | 4 | 5 | 15 | 80.82191 | 691.15 | 4 | 5 | 15 | 80.82191 | 1037.06 | 4 | 5 | 15 | 80.82191 | | 9 | 114.58 | 9 | 5 | 1 | 82.19178 | 230.88 | 18 | 5 | 2 | 82.19178 | 347.32 | 29 | 5 | 5 | 82.19178 |
| | F3 | 1 | 19.82 | 0 | 1 | 15 | 80.23256 | 39.71 | 0 | 1 | 15 | 80.23256 | 59.61 | 0 | 1 | 15 | 80.23256 | | 2 | 39.97 | 0 | 1 | 15 | 80.23256 | 80.54 | 0 | 1 | 15 | 80.23256 | 121.10 | 0 | 1 | 15 | 80.23256 | | 3 | 61.63 | 9 | 1 | 12 | 83.72093 | 123.97 | 19 | 1 | 14 | 83.72093 | 186.52 | 22 | 1 | 15 | 83.72093 | | 4 | 181.25 | 0 | 1 | 15 | 80.23256 | 364.80 | 0 | 1 | 15 | 80.23256 | 548.34 | 0 | 1 | 15 | 80.23256 | | 5 | 62.05 | 6 | 3 | 15 | 83.72093 | 124.67 | 6 | 3 | 15 | 83.72093 | 187.85 | 6 | 3 | 15 | 83.72093 | | 6 | 120.07 | 0 | 1 | 15 | 80.23256 | 242.21 | 0 | 1 | 15 | 80.23256 | 364.72 | 0 | 1 | 15 | 80.23256 | | 7 | 211.59 | 2 | 5 | 15 | 83.72093 | 424.27 | 2 | 5 | 15 | 83.72093 | 637.24 | 2 | 5 | 15 | 83.72093 | | 8 | 303.38 | 0 | 1 | 15 | 80.23256 | 610.26 | 0 | 1 | 15 | 80.23256 | 918.33 | 0 | 1 | 15 | 80.23256 | | 9 | 100.15 | 0 | 1 | 15 | 80.23256 | 202.20 | 0 | 1 | 15 | 80.23256 | 304.68 | 0 | 1 | 15 | 80.23256 |
| | H2 | 1 | 12.58 | 8 | 1 | 10 | 88.00000 | 26.11 | 19 | 1 | 11 | 88.00000 | 39.67 | 24 | 1 | 13 | 88.00000 | | 2 | 26.09 | 9 | 1 | 10 | 88.00000 | 54.12 | 19 | 1 | 14 | 88.00000 | 81.41 | 26 | 1 | 15 | 88.00000 | | 3 | 40.98 | 9 | 1 | 5 | 88.00000 | 82.38 | 16 | 1 | 7 | 88.00000 | 124.00 | 28 | 1 | 9 | 88.00000 | | 4 | 122.50 | 6 | 3 | 14 | 88.00000 | 244.67 | 6 | 3 | 14 | 88.00000 | 366.86 | 6 | 3 | 14 | 88.00000 | | 5 | 39.94 | 8 | 3 | 10 | 88.00000 | 80.13 | 8 | 3 | 10 | 88.00000 | 122.23 | 24 | 3 | 12 | 88.00000 | | 6 | 79.05 | 5 | 3 | 12 | 88.00000 | 160.39 | 16 | 3 | 15 | 88.00000 | 241.89 | 16 | 3 | 15 | 88.00000 | | 7 | 136.33 | 8 | 5 | 12 | 88.00000 | 273.14 | 15 | 5 | 13 | 88.00000 | 409.73 | 21 | 5 | 14 | 88.00000 | | 8 | 203.64 | 7 | 5 | 15 | 88.00000 | 407.86 | 7 | 5 | 15 | 88.00000 | 612.67 | 7 | 5 | 15 | 88.00000 | | 9 | 68.08 | 9 | 5 | 8 | 88.00000 | 135.69 | 17 | 5 | 9 | 88.00000 | 203.97 | 25 | 5 | 12 | 88.00000 |
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1Select the setting based on Rule 1. 2Select the setting based on Rule 2. 3Select the setting based on Rule 3.
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