Research Article
Methodology Proposal of EMG Hand Movement Classification Based on Cross Recurrence Plots
Table 3
Sensitivity, specificity, and accuracy metrics for CRQA determinism for each SEMG movement performed in this experiment.
| Determinism | Initial | Pronotion | Supination | Extension | Flexion | Cubital | Radial | Picking | Closed | Open |
| Sensitivity (SE) | 0.9236 | 0.9341 | 0.9586 | 0.9479 | 0.9727 | 0.8047 | 0.9177 | 0.9062 | 0.8995 | 0.9733 | SE left hand | 0.9012 | 0.9132 | 0.9441 | 0.9283 | 0.9681 | 0.7883 | 0.8991 | 0.8982 | 0.8116 | 0.969 | SE right hand | 0.9461 | 0.9551 | 0.9732 | 0.9676 | 0.9773 | 0.8212 | 0.9364 | 0.9143 | 0.9215 | 0.9776 | Specificity (SP) | 0.8216 | 0.8646 | 0.8646 | 0.9773 | 0.8779 | 0.7558 | 0.8789 | 0.8482 | 0.8543 | 0.883 | SP left hand | 0.8007 | 0.8498 | 0.8575 | 0.8633 | 0.8696 | 0.8613 | 0.8442 | 0.8451 | 0.8505 | 0.8713 | SP right hand | 0.8425 | 0.8794 | 0.8717 | 0.8914 | 0.8862 | 0.7504 | 0.8916 | 0.8514 | 0.8582 | 0.8947 | Accuracy (ACC) | 0.9044 | 0.8835 | 0.9437 | 0.944 | 0.9464 | 0.8011 | 0.9055 | 0.8819 | 0.8749 | 0.906 | ACC left hand | 0.8773 | 0.8673 | 0.923 | 0.9209 | 0.9371 | 0.8014 | 0.8848 | 0.8672 | 0.8686 | 0.9542 | ACC right hand | 0.9316 | 0.8997 | 0.9644 | 0.9672 | 0.9557 | 0.8009 | 0.9263 | 0.8967 | 0.8813 | 0.9668 |
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