数据集名称 | 四种算法精确度平均值 | |||
CCSIWNB | NB | IWNB | EAWIWNB | |
Iris | 94.99 ± 4.71 | 93.99 ± 4.71 | 94.33 ± 4.84 | 93.66 ± 4.84 |
Tae | 78.67 ± 8.05 | 78.67 ± 8.05 | 84.00 ± 7.12○ | 78.67 ± 7.12 |
Balance.scale | 93.39 ± 2.49 | 92.58 ± 3.44 | 91.61 ± 3.00 | 90.48 ± 4.50√ |
Breast_Cancer_Coimbra | 96.36 ± 5.30 | 96.36 ± 5.30 | 95.45 ± 5.38 | 95.00 ± 5.93 |
Breast.cancer | 81.79 ± 6.28 | 74.29 ± 4.01√ | 76.61 ± 5.81√ | 75.67 ± 8.24√ |
Breast.cancer.wisconsin | 96.67 ± 2.87 | 91.30 ± 3.97√ | 92.00 ± 4.92√ | 96.96 ± 3.30 |
Somerville.happiness.survey | 61.51 ± 16.95 | 62.23 ± 17.64 | 61.52 ± 14.87 | 58.38 ± 17.34√ |
Crx | 89.28 ± 6.83 | 80.18 ± 4.17√ | 80.27 ± 5.86√ | 82.27 ± 6.98√ |
Seeds_dataset | 67.22 ± 16.47 | 68.18 ± 14.87 | 70.63 ± 13.38 | 67.81 ± 12.10 |
Reprocessed.hungarian | 66.03 ± 11.66 | 62.96 ± 11.09√ | 64.36 ± 11.59 | 65.10 ± 6.39 |
Average | 82.59 | 80.07 | 81.08 | 80.4 |
W/T/L | - | 0/6/4 | 1/6/3 | 0/6/4 |