Table 6 Fitting value of each variable after removing abnormal points from test data.
Seq | Residual (\(\varepsilon (j)\)) | \(y(j)\) | \(\widehat{y}(j)\) | \({f}_{1}(j)\) | \({f}_{2}(j)\) | \({f}_{3}(j)\) | \({f}_{4}(j)\) |
|---|---|---|---|---|---|---|---|
1 | 13.1543 | 13 | − 0.1543 | 0.469 | 0.6358 | 0 | 0.7883 |
2 | − 1.9374 | 0 | 1.9374 | 0.469 | 0.5012 | 0 | 0.926 |
3 | 1.8919 | 0 | − 1.8919 | 0.814 | 0 | 0.434 | 0.2755 |
4 | – | – | – | – | – | – | – |
5 | − 2.3402 | 7 | 9.3402 | 1.4768 | 0.5012 | 0.4797 | 1 |
6 | – | – | – | – | – | – | – |
7 | 7.6711 | 0 | − 7.6711 | 0.7384 | 0.6653 | 0.5154 | 0.2755 |
8 | – | – | – | – | – | – | – |
9 | − 0.0057 | 5 | 5.0057 | 1.5202 | 0.6358 | 0.434 | 0.5128 |
10 | − 4.9586 | 0 | 4.9586 | 0.7384 | 0.6523 | 0 | 1 |
11 | − 5.4694 | 2 | 7.4694 | 0.7384 | 0.6523 | 0.0277 | 1.3011 |
12 | 14.6042 | 21 | 6.3958 | 1.4768 | 0.7704 | 0.9137 | 1.3751 |
13 | − 3.2508 | 19 | 22.2508 | 2.2152 | 0.5502 | 0.5818 | 1.5868 |
14 | − 9.9350 | 0 | 9.935 | 1.6195 | 0.5012 | 0.434 | 0.8264 |
15 | − 3.1375 | 3 | 6.1375 | 1.2074 | 0.5012 | 0.7296 | 1.3011 |
16 | − 5.7666 | 0 | 5.7666 | 1.6764 | 1.2716 | 0.434 | 0.7985 |
17 | – | – | – | – | – | – | – |
18 | 3.5092 | 0 | − 3.5092 | 0.7384 | 0.5012 | 0 | 0 |
19 | − 1.6303 | 0 | 1.6303 | 0.814 | 0.6523 | 0.1478 | 0.7245 |
20 | 6.6882 | 18 | 11.3118 | 1.4768 | 0.6523 | 0.0457 | 0.7883 |
21 | − 5.0519 | 1 | 6.0519 | 2.2152 | 1.137 | 1.3948 | 1.2015 |
22 | − 6.1409 | 1 | 7.1409 | 2.2152 | 1.137 | 0.868 | 0.6887 |
23 | − 4.1729 | 3 | 7.1729 | 1.3501 | 1.6677 | 0 | 1.0996 |
24 | 6.7371 | 0 | − 6.7371 | 0.469 | 0.5012 | 0 | 0 |
25 | − 3.7032 | 14 | 17.7032 | 1.3501 | 0 | 0 | 1.1633 |
26 | − 3.1131 | 0 | 3.1131 | 0.7384 | 1.0024 | 0 | 1.0256 |
27 | − 1.6942 | 2 | 3.6942 | 1.4768 | 1.7332 | 0.9266 | 1.7143 |
28 | − 1.0520 | 0 | 1.052 | 0.469 | 0 | 0 | 0.5128 |
29 | 0.7189 | 13 | 12.2811 | 1.6195 | 0.1511 | 0.6095 | 1.0638 |
30 | 8.1202 | 33 | 24.8798 | 3.4226 | 2.8407 | 1.6468 | 3.0512 |
31 | − 4.7308 | 8 | 12.7308 | 1.4768 | 0.3347 | 0.434 | 1.2015 |
32 | 8.0536 | 39 | 30.9464 | 2.5575 | 0.049 | 0 | 1.0638 |
33 | 3.2505 | 72 | 68.7495 | 4.8994 | 1.8058 | 0.6974 | 4.0536 |
34 | − 6.3088 | 20 | 26.3088 | 2.8838 | 1.6872 | 0.9494 | 2.3267 |