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

Table 5

Global best MLP solutions for emotional state classification.

Experiment		Generation
		1	2	3	4	5	6	7	8	9	10
1	Layers	3	3	2	2	2	1	1	1	1	1
	Neurons	2, 8, 13	5, 12, 8	17, 17	21, 13	21, 13	6	6	6	6	6
	Accuracy ()	74.1557	93.3865	95.0281	95.0281	95.0281	95.6848	95.6848	95.6848	95.6848	95.6848
2	Layers	1	2	2	1	1	1	1	1	1	1
	Neurons	12	38, 19	38, 19	8	8	8	8	15	15	15
	Accuracy ()	95.1563	95.4971	95.4971	95.5909	95.5909	95.5909	95.5909	96.1069	96.1069	96.1069
3	Layers	3	2	2	2	2	2	2	2	2	2
	Neurons	7, 8, 3	7, 8	7, 8	7, 8	5, 8	5, 8	5, 8	9, 5	9, 5	9, 5
	Accuracy ()	90.625	93.125	93.125	93.125	94.0431	94.0431	94.0431	94.3714	94.3714	94.3714