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Table 5 Cross-dataset classification accuracy%

From: An exploration of EEG features during recovery following stroke – implications for BCI-mediated neurorehabilitation therapy

Test EEG dataset Train EEG dataset
   H1 H2 H3 H4 H5 H6 H7 H8 H9 H10 Avg. StDev
S1E   62.5 75.0 97.5 85.0 72.5 47.5 87.5 90.0 87.5 72.5 77.8 14.9
S1L   75.0 70.0 80.0 75.0 42.5 77.5 57.5 70.0 82.5 67.5 69.8 11.9
S2E   70.0 62.5 60.0 77.5 50.0 62.5 70.0 50.0 87.5 65.0 65.5 11.5
S2L   57.5 50.0 55.0 55.0 40.0 55.0 60.0 52.5 62.5 57.5 54.5 6.2
S3E   75.0 53.1 81.3 75.0 62.5 78.1 84.4 78.1 81.3 75.0 74.4 9.5
S3L   77.5 60.0 87.5 72.5 52.5 85.0 70.0 80.0 92.5 90.0 76.8 13.1
S4E   70.0 57.5 40.0 65.0 60.0 65.0 67.5 52.5 62.5 72.5 61.3 9.5
S4L   52.5 70.0 40.0 50.0 55.0 70.0 47.5 55.0 60.0 57.5 55.8 9.4
S5E   90.0 55.0 65.0 90.0 75.0 80.0 55.0 72.5 65.0 72.5 72.0 12.5
S5L   82.5 57.5 60.0 77.5 80.0 55.0 47.5 85.0 70.0 95.0 71.0 15.4
H1    72.5 75.0 92.5 97.5 97.5 87.5 100.0 97.5 100.0 91.1 10.6
H2   62.5   37.5 62.5 80.0 55.0 67.5 90.0 55.0 82.5 65.8 16.3
H3   95.0 65.0   85.0 80.0 65.0 87.5 95.0 80.0 90.0 82.5 11.3
H4   80.0 72.5 77.5   57.5 65.0 77.5 82.5 90.0 90.0 76.9 10.7
H5   85.0 72.5 55.0 52.5   52.5 65.0 80.0 60.0 85.0 67.5 13.5
H6   100.0 65.0 65.0 97.5 87.5   80.0 70.0 95.0 87.5 83.1 13.7
H7   92.5 65.0 92.5 82.5 87.5 72.5   92.5 92.5 65.0 82.5 11.9
H8   100.0 80.0 60.0 90.0 90.0 80.0 72.5   90.0 92.5 83.9 12.1
H9   95.0 55.0 67.5 97.5 80.0 92.5 65.0 100.0   97.5 83.3 17.0
H10   87.5 67.5 80.0 85.0 85.0 87.5 70.0 95.0 100.0   84.2 10.5
Healthy datasets 80.1 14.4
All stroke datasets 67.9 13.7
Early stroke datasets 70.2 12.8
Late stroke datasets 65.6 14.3