研究文章
使用递归特征选择和随机森林,改善蛋白质结构类预测Low-Similarity序列
表3
预测精度(在括号中)差异四个数据集和方法的比较与其他报道的结果。
|
| 数据集 |
方法 |
预测精度(%) |
| 所有- - -α |
所有- - -β |
|
|
整体 |
|
| 25个pdb |
AADP-PSSM [44] |
69.1 |
83.7 |
85.6 |
35.7 |
70.7 |
| AAC-PSSM-AC [45] |
85.3 |
81.7 |
73.7 |
55.3 |
74.1 |
| SCPRED [32,33] |
92.6 |
80.1 |
74.0 |
71.0 |
79.7 |
| 这种款式(34] |
92.3 |
83.7 |
81.2 |
68.3 |
81.4 |
| RKS-PPSC [47] |
92.8 |
83.3 |
85.8 |
70.1 |
82.9 |
| 丁等。46] |
95.0 |
81.3 |
83.2 |
77.6 |
84.3 |
| 夏et al。49] |
92.6 |
72.5 |
71.7 |
71.0 |
77.2 |
| Zhang et al。36] |
95.7 |
80.8 |
82.4 |
75.5 |
83.7 |
| 丁等。48] |
91.7 |
80.8 |
79.8 |
64.0 |
79.0 |
| Zhang et al。16] |
94.4 |
83.3 |
83.5 |
73.2 |
83.6 |
| 这篇论文 |
94.8 |
95.3 |
89.9 |
85.7 |
91.5 |
| D640 |
SCEC [38] |
73.9 |
61.0 |
81.9 |
33.9 |
62.3 |
| SCPRED [32,33] |
90.6 |
81.8 |
85.9 |
66.7 |
80.8 |
| RKS-PPSC [47] |
89.1 |
85.1 |
88.1 |
71.4 |
83.1 |
| 丁等。46] |
92.8 |
88.3 |
85.9 |
66.1 |
82.7 |
| Zhang et al。16] |
92.0 |
81.8 |
87.6 |
74.3 |
83.6 |
| 香港et al。20.] |
94.2 |
80.5 |
87.6 |
77.2 |
84.5 |
| 这篇论文 |
97.1 |
92.8 |
97.1 |
80.7 |
91.7 |
| FC699 |
SCPRED [32,33] |
- - - - - - |
- - - - - - |
- - - - - - |
- - - - - - |
87.5 |
| 11特性(35] |
97.7 |
88.0 |
89.1 |
84.2 |
89.6 |
| 香港et al。20.] |
96.2 |
90.7 |
96.3 |
69.5 |
92.0 |
| 这篇论文 |
97.7 |
98.5 |
95.2 |
96.3 |
96.7 |
| 1189年 |
AADP-PSSM [44] |
69.1 |
83.7 |
85.6 |
35.7 |
70.7 |
| AAC-PSSM-AC [45] |
80.7 |
86.4 |
81.4 |
45.2 |
74.6 |
| SCPRED [32,33] |
89.1 |
86.7 |
89.6 |
53.8 |
80.6 |
| 这种款式(34] |
92.3 |
87.1 |
87.9 |
65.4 |
83.5 |
| RKS-PPSC [47] |
89.2 |
86.7 |
82.6 |
65.6 |
81.3 |
| Zhang et al。36] |
92.4 |
84.4 |
84.4 |
73.4 |
83.6 |
| 丁等。46] |
89.2 |
88.8 |
85.6 |
58.5 |
81.2 |
| Zhang et al。16] |
91.5 |
86.7 |
82.0 |
66.4 |
81.8 |
| 香港et al。20.] |
91.9 |
84.4 |
85.3 |
72.2 |
83.5 |
| 这篇论文 |
94.6 |
89.7 |
82.1 |
81.7 |
86.6 |
|
|