Research Article
Imbalanced Learning Based on Logistic Discrimination
Table 4
The recalls and standard errors of ILLtD, LD-US, LD-OS, and LD.
| Data set | ILLD | LD | LD-US | LD-OS |
| d1 | 0.8950 ± 0.1141 | 0.9350 ± 0.1001 | 0.8550 ± 0.0956 | 0.7600 ± 0.0937• | d2 | 0.7800 ± 0.1619 | 0.8600 ± 0.1897 | 0.8400 ± 0.1430 | 0.7200 ± 0.2201 | d3 | 0.7364 ± 0.2326 | 0.7727 ± 0.2278 | 0.7091 ± 0.1342 | 0.6273 ± 0.1890 | d4 | 0.9709 ± 0.0143 | 0.9343 ± 0.0722 | 0.9228 ± 0.0286• | 0.8755 ± 0.0382• | d5 | 0.6096 ± 0.0806 | 0.5413 ± 0.0550• | 0.6003 ± 0.0645 | 0.3693 ± 0.0670• | d6 | 0.9755 ± 0.0535 | 0.9323 ± 0.1121 | 0.6619 ± 0.0996• | 0.8311 ± 0.1227• | d7 | 0.4833 ± 0.1838 | 0.4764 ± 0.2075 | 0.3556 ± 0.1336 | 0.3167 ± 0.2010• | d8 | 0.7786 ± 0.1831 | 0.9048 ± 0.1139 | 0.6310 ± 0.2457 | 0.4429 ± 0.2580• | d9 | 0.7125 ± 0.1291 | 0.6750 ± 0.1133 | 0.5375 ± 0.1070• | 0.5687 ± 0.1486 | d10 | 0.7574 ± 0.0593 | 0.7015 ± 0.0416• | 0.7412 ± 0.0506 | 0.7044 ± 0.0512• | d11 | 0.6778 ± 0.0599 | 0.6778 ± 0.0608 | 0.6683 ± 0.0696 | 0.6698 ± 0.0664 | d12 | 0.3923 ± 0.0674 | 0.5077 ± 0.1926 | 0.3692 ± 0.1013 | 0.0846 ± 0.0437• | d13 | 0.9570 ± 0.0232 | 0.9744 ± 0.0087 | 0.9429 ± 0.0088 | 0.8404 ± 0.0575• | d14 | 0.5500 ± 0.1080 | 0.7300 ± 0.2163° | 0.5000 ± 0.2160 | 0.4300 ± 0.0949• |
| Average | 0.7340 | 0.7588 | 0.6668 | 0.5886 |
|
|