Table 3.
Summary of the best ELM models trained on the six independent datasets.
Dataset | Leuk | Lym | Stroke | ALL1 | Gas1 | Gas2 |
---|---|---|---|---|---|---|
ELMs in Top20Features | 5408 | 4510 | 653 | 7861 | 5477 | 6545 |
ELMs in AllFeatures | 66 | 31 | 18 | 41 | 145 | 507 |
Top20Features: MinAcc(ELM) | 0.818 | 0.867 | 0.833 | 0.821 | 0.818 | 0.815 |
Top20Features: MaxAcc(ELM) | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 |
AllFeatures: MinAcc(ELM) | 0.818 | 0.857 | 0.833 | 0.923 | 0.818 | 0.816 |
AllFeatures: MaxAcc(ELM) | 0.954 | 1.000 | 0.917 | 0.821 | 0.955 | 1.000 |
The meaning of each row is similar to Table 1.