Brain Informatics

Table 1 Classification results of Stage I of FIDF

From: Brain response pattern identification of fMRI data using a particle swarm optimization-based approach

Stage I	WFS		SFS		SBS		PSO–SVM		HHPSO–SVM
Stage I	Mean	SD	Mean	SD	Mean	SD	Mean	SD	Mean	SD
Sbj 1	0.875	0.191	0.693	0.153	0.875	0.190	0.819	0.130	0.885	0.099
Sbj 2	0.708	0.106	0.517	0.140	0.708	0.106	0.623	0.141	0.696	0.143
Sbj 3	0.864	0.148	0.686	0.161	0.865	0.148	0.792	0.140	0.874	0.118
Sbj 4	0.677	0.148	0.560	0.150	0.677	0.148	0.676	0.155	0.708	0.186
Sbj 5	0.705	0.312	0.568	0.202	0.685	0.323	0.562	0.270	0.614	0.270
Sbj 6	0.875	0.125	0.684	0.180	0.875	0.125	0.805	0.122	0.852	0.104

The classification accuracy and standard deviations of WFS without feature selection, SFS sequential forward feature selection, SBS sequential backward feature selection, PSO–SVM and HHPSO–SVM were calculated for subject 1 to subject 6

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