研究文章
提高最小二乘支持向量机的解决方案应用于高炉系统
|
|
鲍鱼的数据集,4177个样本,7 d输入,等于7 |
|
|
共轭梯度法 |
零空间法 |
MINRES方法 |
|
气孔导度 |
CPU |
均方误差 |
气孔导度 |
CPU |
均方误差 |
气孔导度 |
CPU |
均方误差 |
|
|
|
42.341 |
20.343 |
5.3623 |
2955.9655 |
39.7344 |
5.3623 |
369.9433 |
12.9531 |
5.3623 |
|
|
84.059 |
22.984 |
5.1143 |
3028.4495 |
41.1406 |
5.1143 |
332.0862 |
14.2344 |
5.1143 |
|
|
167.846 |
26.343 |
4.7978 |
3043.4615 |
42.6719 |
4.7978 |
306.5691 |
16.0156 |
4.7978 |
|
|
337.691 |
33.281 |
4.6923 |
3567.1431 |
46.8125 |
4.6923 |
338.1679 |
18.4688 |
4.6923 |
|
|
666.823 |
39.315 |
4.4360 |
4888.3227 |
50.8438 |
4.4360 |
667.7842 |
22.3125 |
4.4360 |
| 0 |
1327.351 |
47.531 |
4.4744 |
5355.5805 |
54.6563 |
4.4744 |
1329.291 |
26.2656 |
4.4744 |
| 1 |
2700.547 |
58.015 |
4.4217 |
9894.2450 |
59.8438 |
4.4217 |
2704.345 |
34.1719 |
4.4217 |
| 2 |
5275.703 |
74.859 |
4.3948 |
8239.2388 |
69.2031 |
4.3948 |
5283.506 |
42.5469 |
4.3948 |
| 3 |
10709.216 |
94.765 |
4.4169 |
18279.897 |
80.4219 |
4.4169 |
10724.46 |
54.7813 |
4.4169 |
| 4 |
21357.750 |
124.359 |
4.5053 |
24472.420 |
97.7500 |
4.5053 |
21388.43 |
71.3906 |
4.5053 |
| 5 |
42427.822 |
177.171 |
4.6144 |
105161.60 |
133.2656 |
4.6144 |
42489.70 |
103.6406 |
4.6144 |
| 6 |
85153.757 |
221.468 |
4.6857 |
185913.18 |
155.9219 |
4.6857 |
85276.97 |
129.3750 |
4.6857 |
| 7 |
171369.064 |
312.078 |
4.7145 |
212162.90 |
212.4531 |
4.7145 |
171614.1 |
181.8750 |
4.7145 |
| 8 |
344731.082 |
430.640 |
4.8621 |
705659.56 |
289.4531 |
4.8621 |
345216.0 |
260.5469 |
4.8621 |
| 9 |
681509.920 |
602.765 |
5.2294 |
1162595.7 |
395.6250 |
5.2294 |
682494.5 |
360.5625 |
5.2294 |
| 10 |
1363883.053 |
840.625 |
5.6517 |
3106655.0 |
549.4844 |
5.6517 |
1365853 |
488.6250 |
5.6517 |
|
|
