研究文章
一种特征选择算法集成最大分类信息和最小依赖信息交互功能
|
| 数据集 |
NDCRFS |
假正经的 |
IG-RFE |
iwf |
多边化 |
dwf |
CIFE |
|
| 淋巴管造影 |
45.147 |
42.499 |
43.329 |
41.45 |
42.825 |
43.329 |
42.825 |
| 皮肤病学 |
98.317 |
93.777 |
93.824 |
93.283 |
94.079 |
97.761 |
93.53 |
| Cardiotocography |
98.448 |
98.401 |
98.401 |
98.401 |
98.401 |
98.401 |
98.401 |
| Pendigits |
63.331 |
63.331 |
63.331 |
55.35 |
59.741 |
56.979 |
57.219 |
| 肺 |
84.788 |
77.89 |
78.391 |
77.891 |
86.203 |
85.311 |
77.402 |
| Carcinom |
87.964 |
50.998 |
25.028 |
50.447 |
51.545 |
55.773 |
20.915 |
| Nci9 |
76.512 |
78.119 |
76.69 |
62.595 |
74.429 |
57.929 |
58.821 |
| PCMAC |
85.589 |
85.588 |
85.486 |
82.194 |
85.333 |
85.382 |
80.394 |
| Pixraw10P |
92.0 |
91.0 |
91.0 |
91.0 |
91.0 |
91.0 |
91.0 |
| 烟- - - - - - - 187 |
70.982 |
70.569 |
62.532 |
71.593 |
65.32 |
71.053 |
57.255 |
| 淋巴瘤 |
85.5 |
81.278 |
79.611 |
67.056 |
81.972 |
72.194 |
86.194 |
| COIL20 |
68.352 |
63.886 |
62.067 |
52.824 |
55.933 |
48.638 |
40.905 |
| 平均准确率 |
79.213 |
73.363 |
71.641 |
70.226 |
73.898 |
71.979 |
65.333 |
| 赢/领带/损失 |
10/1/1 |
12/0/0 |
12/0/0 |
11/0/1 |
10/0/2 |
11/0/1 |
|
|
|
“平均”列的平均精度值给所有数据集的特征选择算法。大胆的代表最高平均分类预测在这个数据集。
|
