Research Article

Motor Imagery EEG Decoding Based on New Spatial-Frequency Feature and Hybrid Feature Selection Method

Table 8

The classification accuracy achieved by F-score and F-score-h.

SubjectF-scoreF-score-h
25%50%75%100%

Dataset 183.35 ± 12.2382.78 ± 12.6582.52 ± 12.4281.74 ± 13.1783.55±12.32
Dataset 279.31 ± 15.3078.06 ± 17.3578.47 ± 16.7078.89 ± 16.3079.72±14.95
Dataset 374.17 ± 2.7373.40 ± 5.5874.11 ± 7.0772.12 ± 5.6675.99±2.53
Dataset all82.02 ± 12.4981.35 ± 13.2581.26 ± 12.9780.53 ± 13.4582.39±12.41