Research Article
Double-Criteria Active Learning for Multiclass Brain-Computer Interfaces
Table 8
Average running time (s) of each learning algorithm.
| Datasets | D-AL-ELM | AL-ELM | ELM-Entropy | PL-ELM |
| S1 | 1.7266 | 1.4625 | 1.4594 | 1.4172 | S2 | 2.5125 | 2.2813 | 2.3859 | 2.2469 | S3 | 1.7219 | 1.4859 | 1.4578 | 1.4234 | S4 | 2.0719 | 1.7891 | 1.8328 | 1.8125 | S5 | 2.0781 | 1.8281 | 1.8141 | 1.7719 | S6 | 1.7609 | 1.4594 | 1.4094 | 1.3609 | S7 | 2.4188 | 2.1969 | 2.1734 | 2.1641 | S8 | 1.5562 | 1.3375 | 1.3609 | 1.3078 | S9 | 1.2906 | 0.9484 | 0.9563 | 0.8906 | Mean | 1.9042 | 1.6432 | 1.6500 | 1.5995 |
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