Research Article

Performance of a Self-Paced Brain Computer Interface on Data Contaminated with Eye-Movement Artifacts and on Data Recorded in a Subsequent Session

Table 3

Comparison of the average test results on artifact-contaminated and noncontaminated data. The averages are calculated over 5 outer validation sets. The numbers in the parentheses indicate standard deviations.

Participant IDsTest on noncontaminated data Test on contaminated data
TPR(%)FPR(%)TPR(%)FPR(%)

AB158.6
(8.6)0.147.7
(0.1)(7.9)0.5
(0.3)

AB2 64.2
(7.5) 0.051.0
(0.0)(4.0)0.1
(0.0)

AB3 46.90.343.70.7
(10.4)(0.2)(4.8)(0.2)

AB4 55.00.164.70.4
(5.3)(0.1)(5.7)(0.1)

Mean 56.20.151.80.4
(7.2)(0.1)(9.1)(0.1)