Research Article
Double-Criteria Active Learning for Multiclass Brain-Computer Interfaces
Table 4
ALC comparisons of four methods on 9 datasets.
| Dataset | D-AL-ELM | AL-ELM | ELM-Entropy | PL-ELM |
| Liver | 0.7624 | 0.7610 | 0.7572 | 0.7447 | Diabetes | 0.7640 | 0.7624 | 0.7622 | 0.7469 | Wdbc | 0.9624 | 0.9623 | 0.9616 | 0.9474 | Twonorm | 0.9742 | 0.9729 | 0.9729 | 0.9715 | Wine | 0.9622 | 0.9584 | 0.9573 | 0.9584 | Hayes-Roth | 0.5959 | 0.5622 | 0.5395 | 0.5663 | Iris | 0.9676 | 0.9655 | 0.9450 | 0.9563 | Segment | 0.8939 | 0.8929 | 0.8812 | 0.8766 | Letter | 0.8330 | 0.8204 | 0.6718 | 0.7606 |
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