Datasets | Evaluations | Iris (L = 100) | COIL20 (L = 500) | USPST (L = 500) | g50c (L = 1000) | RNA-seq (L = 200) |
---|---|---|---|---|---|---|
RELM | Acc | 0.9511 ± 0.0021 | 0.9763 ± 0.0001 | 0.9229 ± 0.0000 | 0.9001 ± 0.0004 | 0.9275 ± 0.0021 |
Pre | 0.9546 ± 0.0015 | 0.9753 ± 0.0004 | 0.9175 ± 0.0000 | 0.8937 ± 0.0014 | 0.9165 ± 0.0029 | |
Recall | 0.9495 ± 0.0021 | 0.9752 ± 0.0005 | 0.9140 ± 0.0000 | 0.9202 ± 0.0033 | 0.9279 ± 0.0012 | |
F-mea | 0.9459 ± 0.0025 | 0.9742 ± 0.0005 | 0.9150 ± 0.0000 | 0.9146 ± 0.0002 | 0.9205 ± 0.0020 | |
L21-RFELM | Acc | 0.9622 ± 0.0006 | 0.9815 ± 0.0000 | 0.9337 ± 0.0002 | 0.8210 ± 0.0010 | 0.9525 ± 0.0003 |
Pre | 0.9608 ± 0.0005 | 0.9823 ± 0.0000 | 0.9253 ± 0.0002 | 0.8407 ± 0.0034 | 0.9478 ± 0.0014 | |
Recall | 0.9650 ± 0.0004 | 0.9812 ± 0.0000 | 0.9251 ± 0.0002 | 0.8008 ± 0.0018 | 0.9531 ± 0.0002 | |
F-mea | 0.9604 ± 0.0005 | 0.9807 ± 0.0000 | 0.9240 ± 0.0002 | 0.8186 ± 0.0011 | 0.9497 ± 0.0002 | |
LR21ELM | Acc | 0.9556 ± 0.0035 | 0.9814 ± 0.0000 | 0.9401 ± 0.0000 | 0.8150 ± 0.0023 | 0.9425 ± 0.0036 |
Pre | 0.9594 ± 0.0019 | 0.9819 ± 0.0000 | 0.9341 ± 0.0001 | 0.8818 ± 0.0144 | 0.9445 ± 0.0029 | |
Recall | 0.9587 ± 0.0025 | 0.9803 ± 0.0000 | 0.9325 ± 0.0000 | 0.8040 ± 0.0164 | 0.9332 ± 0.0065 | |
F-mea | 0.9535 ± 0.0036 | 0.9799 ± 0.0000 | 0.9324 ± 0.0001 | 0.8423 ± 0.0057 | 0.9379 ± 0.0046 | |
CELM | Acc | 0.9634 ± 0.0002 | 0.9865 ± 0.0000 | 0.9306 ± 0.0001 | 0.8674 ± 0.0002 | 0.9400 ± 0.0002 |
Pre | 0.9702 ± 0.0002 | 0.9867 ± 0.0000 | 0.9215 ± 0.0001 | 0.8242 ± 0.0003 | 0.9458 ± 0.0001 | |
Recall | 0.9641 ± 0.0001 | 0.9851 ± 0.0000 | 0.9227 ± 0.0001 | 0.9344 ± 0.0002 | 0.9358 ± 0.0001 | |
F-mea | 0.9711 ± 0.0002 | 0.9853 ± 0.0000 | 0.9205 ± 0.0001 | 0.8758 ± 0.0002 | 0.9405 ± 0.0002 | |
CSRGELM | Acc | 0.9788 ± 0.0000 | 0.9899 ± 0.0000 | 0.9513 ± 0.0005 | 0.9084 ± 0.0002 | 0.9625 ± 0.0002 |
Pre | 0.9745 ± 0.0000 | 0.9897 ± 0.0000 | 0.9346 ± 0.0001 | 0.8964 ± 0.0003 | 0.9626 ± 0.0001 | |
Recall | 0.9747 ± 0.0000 | 0.9892 ± 0.0000 | 0.9325 ± 0.0001 | 0.9152 ± 0.0005 | 0.9631 ± 0.0002 | |
F-mea | 0.9735 ± 0.0000 | 0.9891 ± 0.0000 | 0.9325 ± 0.0001 | 0.9059 ± 0.0002 | 0.9622 ± 0.0001 |