| 数据集 | 核函数类型 | q = −0.8 | q = −0.6 | q = −0.4 | q = −0.2 | q = 0.2 | q = 0.4 | q = 0.6 | q = 0.8 |
| vowel | 第一类 AW高斯核 | 80.1136 (n = 3) | 80.3977 (n = 3) | 80.9659 (n = 3) | 78.4091 (n = 1) | 80.3977 (n = 2) | 82.1023 (n = 1) | 85.5114 (n = 2) | 82.3864 (n = 3) |
| 第一类 AW三角核 | 98.5795 (n = 1) | 98.5795 (n = 1) | 98.5795 (n = 1) | 98.5795 (n = 1) | 98.5795 (n = 1) | 98.5795 (n = 1) | 98.8636 (n = 2) | 98.5795 (n = 1) | |
| 第二类 AW高斯核 | 83.8068 (n = 3) | 84.6591 (n = 3) | 84.9432 (n = 3) | 70.1705 (n = 1) | 70.1705 (n = 1) | 83.5227 (n = 3) | 83.5227 (n = 3) | 86.6477 (n = 3) | |
| 第二类 AW三角核 | 95.7386 (n = 1) | 95.1705 (n = 1) | 95.7386 (n = 2) | 89.7727 (n = 2) | 89.7727 (n = 2) | 95.7386 (n = 2) | 97.7273 (n = 3) | 98.0114 (n = 2) | |
| sonar | 第一类 AW高斯核 | 83.3333 (n = 3) | 81.8841 (n = 1) | 82.6087 (n = 3) | 86.9565 (n = 3) | 87.6812 (n = 2) | 87.6812 (n = 3) | 85.5072 (n = 3) | 86.2319 (n = 2) |
| 第一类 AW三角核 | 83.3333 (n = 1) | 84.058 (n = 1) | 85.5072 (n = 2) | 86.9565 (n = 1) | 84.7826 (n = 1) | 84.058 (n = 1) | 84.7826 (n = 2) | 84.7826 (n = 2) | |
| 第二类 AW高斯核 | 87.6812 (n = 3) | 87.6812 (n = 3) | 88.4058 (n = 1) | 86.9565 (n = 1) | 86.9565 (n = 1) | 88.4058 (n = 1) | 87.6812 (n = 3) | 87.6812 (n = 3) | |
| 第二类 AW三角核 | 84.7826 (n = 3) | 85.5072 (n = 3) | 85.5072 (n = 3) | 84.7826 (n = 2) | 84.7826 (n = 2) | 85.5072 (n = 2) | 85.5072 (n = 3) | 85.5072 (n = 3) | |
| segment | 第一类 AW高斯核 | 92.0613 (n = 1) | 89.8329 (n = 1) | 90.8078 (n = 1) | 91.6435 (n = 1) | 91.7827 (n = 3) | 91.6435 (n = 1) | 91.6435 (n = 1) | 92.2006 (n = 1) |
| 第一类 AW三角核 | 95.4039 (n = 1) | 95.2646 (n = 1) | 95.4039 (n = 1) | 95.5432 (n = 1) | 95.6825 (n = 1) | 95.6825 (n = 1) | 95.6825 (n = 1) | 95.6825 (n = 1) | |
| 第二类 AW高斯核 | 91.7827 (n = 1) | 91.2256 (n = 1) | 91.922 (n = 3) | 92.0613 (n = 2) | 92.0613 (n = 2) | 92.0613 (n = 2) | 91.3649 (n = 3) | 91.7827 (n = 1) | |
| 第二类 AW三角核 | 94.7075 (n = 3) | 94.7075 (n = 2) | 94.7075 (n = 2) | 93.1755 (n = 3) | 93.1755 (n = 3) | 94.9861 (n = 2) | 94.9861 (n = 2) | 94.8468 (n = 2) | |
| vechicle | 第一类 AW高斯核 | 64.8936 (n = 1) | 64.8936 (n = 3) | 64.8936 (n = 1) | 65.7801 (n = 3) | 65.0709 (n = 2) | 67.5532 (n = 3) | 65.6028 (n = 3) | 69.6809 (n = 2) |
| 第一类 AW三角核 | 78.9007 (n = 1) | 79.078 (n = 1) | 79.078 (n = 1) | 79.078 (n = 1) | 79.2553 (n = 1) | 79.4326 (n = 1) | 79.4326 (n = 1) | 79.6099 (n = 1) | |
| 第二类 AW高斯核 | 69.8582 (n = 3) | 68.9716 (n = 3) | 69.5035 (n = 3) | 65.6028 (n = 3) | 65.9574 (n = 3) | 68.0851 (n = 3) | 67.7305 (n = 3) | 66.6667 (n = 3) | |
| 第二类 AW三角核 | 80.8511 (n = 2) | 81.5603 (n = 2) | 80.8511 (n = 3) | 68.0851 (n = 3) | 68.617 (n = 3) | 80.1418 (n = 3) | 81.2057 (n = 3) | 80.4965 (n = 3) | |
| svmguide2 | 第一类 AW高斯核 | 75 (n = 1) | 76.1538 (n = 1) | 76.9231 (n = 1) | 80 (n = 1) | 80 (n = 1) | 76.9231 (n = 1) | 76.5385 (n = 1) | 76.5385 (n = 3) |
| 第一类 AW三角核 | 81.5385 (n = 1) | 81.9231 (n = 3) | 81.5385 (n = 1) | 81.5385 (n = 1) | 81.5385 (n = 1) | 81.5385 (n = 1) | 82.3077 (n = 2) | 82.3077 (n = 3) | |
| 第二类 AW高斯核 | 61.5385 (n = 3) | 56.9231 (n = 2) | 56.5385 (n = 1) | 56.9231 (n = 2) | 56.9231 (n = 2) | 56.5385 (n = 1) | 56.9231 (n = 2) | 61.5385 (n = 3) | |
| 第二类 AW三角核 | 81.9231 (n = 1) | 81.9231 (n = 1) | 81.5385 (n = 1) | 81.5385 (n = 1) | 81.5385 (n = 1) | 81.5385 (n = 1) | 81.9231 (n = 3) | 81.9231 (n = 3) | |
| liver_disorders | 第一类 AW高斯核 | 68.75 (n = 1) | 68.75 (n = 1) | 68.75 (n = 1) | 67.7083 (n = 1) | 66.6667 (n = 2) | 70.8333 (n = 3) | 68.75 (n = 2) | 66.6667 (n = 3) |
| 第一类 AW三角核 | 69.7917 (n = 3) | 70.8333 (n = 2) | 69.7917 (n = 2) | 71.875 (n = 2) | 71.875 (n = 2) | 69.7917 (n = 2) | 70.8333 (n = 2) | 70.8333 (n = 2) | |
| 第二类 AW高斯核 | 68.75 (n = 1) | 68.75 (n = 1) | 68.75 (n = 1) | 67.7083 (n = 2) | 67.7083 (n = 1) | 70.8333 (n = 2) | 70.8333 (n = 2) | 71.875 (n = 2) | |
| 第二类 AW三角核 | 70.8333 (n = 1) | 70.8333 (n = 1) | 70.8333 (n = 2) | 67.7083 (n = 1) | 67.7083 (n = 1) | 71.875 (n = 3) | 70.8333 (n = 2) | 70.8333 (n = 1) |