Research Article
Double-Criteria Active Learning for Multiclass Brain-Computer Interfaces
Table 2
Details of the optimal parameter settings for the different datasets using four methods.
| | Dataset | D-AL-ELM | AL-ELM | ELM-Entropy | PL-ELM | | | | | |
| | Liver | 110 | 0.1 | 110 | 110 | 110 | | Diabetes | 110 | 0.3 | 110 | 110 | 110 | | Wdbc | 200 | 0.1 | 200 | 200 | 200 | | Twonorm | 120 | 0.1 | 120 | 120 | 120 | | Hayes-Roth | 100 | 0.3 | 100 | 100 | 100 | | Iris | 170 | 0.9 | 170 | 170 | 170 | | Wine | 60 | 0.7 | 60 | 60 | 60 | | Segment | 200 | 0.6 | 200 | 200 | 200 | | Letter | 700 | 0.4 | 700 | 700 | 700 |
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