Research Article
An ECoG-Based Binary Classification of BCI Using Optimized Extreme Learning Machine
Table 5
Performance comparison of ELM and OELM for activation function sin.
| Algorithms | Time (s) | Testing accuracy (%) | value | H | #nodes | Training | Testing | Max | Mean | Std | RMSE |
| ELM | 0.0156 | <0.0001 | 79.49 | 64.88 | 6.80 | 36.11 | | 1 | 39 | OELM | 0.0312 | <0.0001 | 92.31 | 85.14 | 4.26 | 15.60 | 33 |
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