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Table 4 The number of selected features in Stage II of FIDF

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

Stage II

SFS

SBS

PSO–SVM

HHPSO–SVM

Mean

SD

Mean

SD

Mean

SD

Mean

SD

1

26

5

166176

0

790

251

1704

438

2

16

4

107416

0

402

115

887

218

3

20

3

46665

0

329

95

815

196

4

26

4

227475

0

467

158

884

250

5

43

8

87990

0

153

53

560

164

6

29

4

60378

0

232

69

546

139

  1. Average numbers and standard deviations of selected features are calculated for WFS without feature selection, SFS sequential forward feature selection, SBS sequential backward feature selection, PSO–SVM and HHPSO–SVM are presented