数据集名称 | 四种算法精确度平均值 | |||
CSAVFWNB | NB | IWNB | AVFWNB | |
Iris | 94.2 ± 10.19 | 94.82 ± 7.49 | 94.82 ± 9.34 | 94.82 ± 7.49 |
Tae | 84.29 ± 13.06 | 78.5 ± 19.2√ | 84.2 ± 15.12 | 73.87 ± 13.82√ |
Balance.scale | 93.06 ± 2.84 | 92.58 ± 3.44 | 92.25 ± 3.00 | 92.5 ± 4.16 |
Breast_Cancer_Coimbra | 95.96 ± 5.23 | 93.64 ± 5.30 | 95.45 ± 5.38 | 95.00 ± 5.93 |
Breast.cancer | 76.64 ± 6.88 | 77.62 ± 9.56 | 76.53 ± 9.33 | 76.47 ± 9.16 |
Breast.cancer.wisconsin | 97.14 ± 2.39 | 94.30 ± 4.57√ | 94.00 ± 4.72√ | 93.96 ± 2.34√ |
Somerville.happiness.survey | 60.98 ± 17.7 | 58.57 ± 17.84 | 56.6 ± 19.43√ | 59.38 ± 17.34 |
Crx | 84.37 ± 6.36 | 81.18 ± 5.67√ | 80.27 ± 6.46√ | 77.07 ± 7.45√ |
Seeds_dataset | 65.5 ± 15.9 | 66.45 ± 14.66 | 70.27 ± 11.53○ | 71.22 ± 11.68 |
Reprocessed.hungarian | 65.01 ± 7.97 | 65.94 ± 11.59 | 67.03 ± 10.5 | 65.54 ± 10.01 |
Average | 81.72 | 80.36 | 81.14 | 79.98 |
W/T/L | - | 0/7/3 | 1/6/3 | 1/6/3 |