Research Article
Imbalanced Learning Based on Logistic Discrimination
Table 6
The
-means and standard errors of ILLD, LD, LD-US, and LD-OS.
| Data set | ILLD | LD | LD-US | LD-OS |
| d1 | 0.9170 ± 0.0434 | 0.8930 ± 0.0693 | 0.9040 ± 0.0619 | 0.8636 ± 0.0553• | d2 | 0.8469 ± 0.0823 | 0.8314 ± 0.0945 | 0.8628 ± 0.0701 | 0.8123 ± 0.1334 | d3 | 0.7865 ± 0.1364 | 0.7391 ± 0.1094 | 0.7886 ± 0.0882 | 0.7407 ± 0.1256 | d4 | 0.9679 ± 0.0031 | 0.9398 ± 0.0374• | 0.9437 ± 0.0126• | 0.9204 ± 0.0195• | d5 | 0.6468 ± 0.0311 | 0.5679 ± 0.0300• | 0.5783 ± 0.0396• | 0.5429 ± 0.0421• | d6 | 0.9784 ± 0.0253 | 0.9068 ± 0.0577• | 0.8060 ± 0.0596• | 0.9055 ± 0.0696• | d7 | 0.6199 ± 0.1395 | 0.5082 ± 0.1867 | 0.5468 ± 0.1193 | 0.5003 ± 0.1611• | d8 | 0.8442 ± 0.1140 | 0.8611 ± 0.0642 | 0.7530 ± 0.1540 | 0.6021 ± 0.2597• | d9 | 0.7549 ± 0.0602 | 0.6858 ± 0.0658• | 0.6668 ± 0.0748• | 0.6847 ± 0.0992 | d10 | 0.7926 ± 0.0292 | 0.7052 ± 0.0362• | 0.7439 ± 0.0221• | 0.7587 ± 0.0338• | d11 | 0.8117 ± 0.0328 | 0.7793 ± 0.0336 | 0.7845 ± 0.0431 | 0.7920 ± 0.0465 | d12 | 0.5394 ± 0.0259 | 0.4880 ± 0.0764• | 0.4991 ± 0.0575• | 0.2694 ± 0.1057• | d13 | 0.9455 ± 0.0089 | 0.9495 ± 0.0064 | 0.9565 ± 0.0024° | 0.8810 ± 0.0321• | d14 | 0.7372 ± 0.0733 | 0.6512 ± 0.0995• | 0.6223 ± 0.2299 | 0.6515 ± 0.0722• |
| Average | 0.7992 | 0.7504 | 0.7469 | 0.7089 |
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