Research Article
Methodology Proposal of EMG Hand Movement Classification Based on Cross Recurrence Plots
Table 7
Sensitivity, specificity, and accuracy metrics for CRQA trend for each SEMG movement performed in this experiment.
| Trend | Initial | Pronotion | Supination | Extension | Flexion | Cubital | Radial | Picking | Closed | Open |
| Sensitivity (SE) | 0.8344 | 0.8405 | 0.7942 | 0.9434 | .09299 | 0.8702 | 0.8109 | 0.8068 | 0.8329 | 0.8536 | SE left hand | 0.8256 | 0.8432 | 0.7998 | 0.9372 | 0.9263 | 0.8671 | 0.8173 | 0.8032 | 0.8226 | 0.8441 | SE right hand | 0.8432 | 0.8379 | 0.7887 | 0.9496 | 0.9355 | 0.8734 | 0.8045 | 0.8104 | 0.8427 | 0.8632 | Specificity (SP) | 0.8443 | 0.8434 | 0.8226 | 0.9309 | 0.9196 | 0.8542 | 0.8392 | 0.8009 | 0.8286 | 0.8457 | SP left hand | 0.8327 | 0.84 | 0.8183 | 0.9284 | 0.9116 | 0.8563 | 0.8004 | 0.7987 | 0.8203 | 0.8337 | SP right hand | 0.8559 | 0.8468 | 0.8269 | 0.9335 | 0.9277 | 0.8532 | 0.8012 | 0.8031 | 0.8369 | 0.8578 | Accuracy (ACC) | 0.8517 | 0.8626 | 0.8174 | 0.9242 | 0.9107 | 0.8392 | 0.801 | 0.8042 | 0.8278 | 0.8508 | ACC left hand | 0.8471 | 0.8667 | 0.8115 | 0.9178 | 0.9068 | 0.8337 | 0.7994 | 0.8005 | 0.8342 | 0.8403 | ACC right hand | 0.8563 | 0.8585 | 0.8234 | 0.9307 | 0.914 | 0.8448 | 0.8026 | 0.8079 | 0.8214 | 0.8615 |
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