Skip to main content

Table 1 Comparison of the reconstruction errors. The error is calculated using the signal energy-based measure introduced in (5) for all 19 ICA's components (ICA), 5 classificatory decomposition components determined by the algorithm as important for classification and at the same time "improved" for reconstruction (CD 5), and the prototypical 5 components (determined by similarities in shape) taken directly from ICA without an "improvement" (ICA 5).

From: Independent Component Analysis-motivated Approach to Classificatory Decomposition of Cortical Evoked Potentials

Signal no.

ICA

CD 5

ICA 5

1

3.28E-14

0.6835

1.2386

2

0.00E+00

0.6839

1.3235

3

1.17E-03

0.9051

1.3046

4

4.93E-03

0.4079

2.1672

5

1.14E-03

0.7817

1.1331

6

2.61E-03

0.3956

0.8999

7

2.55E-03

0.4523

1.0975

8

1.42E-03

0.4390

0.8135

9

3.64E-03

0.2983

1.3739

10

2.50E-04

0.4254

1.2926

11

3.74E-03

0.5594

2.0227

12

1.07E-03

0.6931

1.7776

13

1.04E-02

0.7806

1.8558

14

6.75E-03

0.7468

4.3669

15

1.29E-02

0.9559

1.0434

16

1.54E-03

0.7442

1.1452

17

9.60E-04

0.8155

1.2484

18

4.28E-04

0.4873

1.4637

19

1.78E-04

0.3161

0.6808

Average

5.37E-14

0.6090

1.4868