A Deep Evolutionary Approach to Bioinspired Classifier Optimisation for Brain-Machine Interaction

Table 6

Global best MLP solutions for MindBigData 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	2	5	7	11	19	28	34	34	34	94
	Accuracy ()	12.8453	18.2320	19.4751	21.4088	21.5470	21.9613	25.2762	25.2762	25.2762	25.6906
2	Layers	2	2	1	1	1	1	1	1	1	1
	Neurons	10, 2	10, 9	9	10	25	27	34	87	87	87
	Accuracy ()	12.2928	13.8121	18.5081	19.7514	21.2707	24.4475	25.2762	26.6575	26.6575	26.6575
3	Layers	2	2	2	1	1	1	1	1	1	1
	Neurons	3, 4	8, 9	8, 9	6	11	70	70	70	89	89
	Accuracy ()	11.6022	14.5028	14.5028	17.1271	21.4088	25.8287	25.8287	25.8287	27.0718	27.0718