Research Article
Double-Criteria Active Learning for Multiclass Brain-Computer Interfaces
Table 7
ALC values of the four methods on BCI Competition IV Dataset 2a.
| Datasets | D-AL-ELM | AL-ELM | ELM-Entropy | PL-ELM |
| S1 | 81.22 | 0.8109 | 0.8076 | 81.21 | S2 | 0.5238 | 0.5100 | 0.5085 | 0.5296 | S3 | 0.8302 | 0.8340 | 0.8291 | 0.8177 | S4 | 0.6340 | 0.6159 | 0.6105 | 0.6308 | S5 | 0.4764 | 0.4749 | 0.4638 | 0.4662 | S6 | 0.5276 | 0.5241 | 0.5144 | 0.5088 | S7 | 0.8066 | 0.8085 | 0.7996 | 0.7952 | S8 | 0.8090 | 0.8100 | 0.8079 | 0.7923 | S9 | 0.8103 | 0.8032 | 0.7992 | 0.8042 |
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