Research Article
A Dense Long Short-Term Memory Model for Enhancing the Imagery-Based Brain-Computer Interface
Table 6
The middle finger case study.
| Samples | Actual gestures | Average accuracies (%) | Subject 1 (%) | Subject 2 (%) | Subject 3 (%) | Subject 4 (%) | Subject 5 (%) |
| Random samples | 91 | 94 | 89 | 95 | 94 | 92.6 | Male | 90 | 89 | 91 | 88 | 90 | 89.6 | Female | 96 | 91 | 92 | 90 | 93 | 92.4 | 15–20 years | 89 | 90 | 89 | 91 | 87 | 89.2 | 20–25 years | 90 | 92 | 92 | 91 | 90 | 91 | 25–30 years | 91 | 93 | 92 | 91 | 94 | 92.2 | 30–35 years | 91 | 92 | 90 | 93 | 92 | 91.6 | 35–40 years | 90 | 92 | 90 | 92 | 93 | 91.4 |
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