Research Article
A Deep Evolutionary Approach to Bioinspired Classifier Optimisation for Brain-Machine Interaction
Table 4
Global best MLP solutions for mental state classification.
| Experiment | Generation | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 |
| 1 | Layers | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | Neurons | 17 | 13 | 26 | 26 | 28 | 27 | 27 | 27 | 27 | 27 | Accuracy () | 77.0598 | 77.9889 | 78.8368 | 78.8368 | 79.685 | 79.8061 | 79.8061 | 79.8061 | 79.8061 | 79.8061 |
| 2 | Layers | 1 | 2 | 1 | 2 | 2 | 1 | 1 | 1 | 2 | 2 | Neurons | 3 | 5, 18 | 4 | 7, 3 | 7, 9 | 8 | 8 | 18 | 9, 21 | 11, 3 | Accuracy () | 74.7981 | 76.2116 | 76.4136 | 77.1809 | 77.4637 | 77.5040 | 77.5040 | 77.7059 | 78.7157 | 78.7561 |
| 3 | Layers | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | Neurons | 10 | 10 | 10 | 28 | 28 | 28 | 28 | 28 | 28 | 28 | Accuracy () | 78.4329 | 78.4329 | 78.4329 | 79.685 | 79.685 | 79.685 | 79.685 | 79.685 | 79.685 | 79.685 |
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