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