Research Article
Double-Criteria Active Learning for Multiclass Brain-Computer Interfaces
Table 3
Mean accuracy results of the learning processes on 9 datasets (%).
| Dataset | D-AL-ELM | AL-ELM | ELM-Entropy | PL-ELM |
| Liver | 67.59 | 67.46 | 67.14 | 66.14 | Diabetes | 76.31 | 76.13 | 76.12 | 74.60 | Wdbc | 96.18 | 96.18 | 96.11 | 94.69 | Twonorm | 97.38 | 97.25 | 97.25 | 97.13 | Wine | 96.08 | 95.72 | 95.64 | 95.79 | Hayes-Roth | 59.43 | 56.23 | 54.03 | 56.56 | Iris | 96.65 | 96.43 | 94.44 | 95.58 | Segment | 89.26 | 89.17 | 88.06 | 87.63 | Letter | 82.89 | 81.67 | 67.09 | 75.76 |
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