Research Article
Daily Activity Monitoring and Fall Detection Based on Surface Electromyography and Plantar Pressure
Table 7
SEN, SPE, and ACC of each posture transition under DPK-OMELM, GK-SVM, and FMMNN (%).
| Classifier | Index | st-sig | sig-st | st-sic | sic-st | st-sq | sq-st | sig-ld | ld-sig |
| DPK-OMELM | SEN | 97.65 | 96.26 | 100 | 100 | 97.96 | 96.26 | 100 | 100 | SPE | 98.56 | 97.85 | 100 | 100 | 98.56 | 97.96 | 100 | 100 | ACC | 98.45 | 97.65 | 100 | 100 | 98.49 | 97.75 | 100 | 100 |
| GK-SVM | SEN | 92.96 | 91.43 | 96.64 | 96.28 | 92.96 | 91.43 | 100 | 100 | SPE | 94.65 | 92.95 | 98.23 | 98.59 | 94.54 | 92.95 | 100 | 100 | ACC | 94.44 | 92.76 | 98.03 | 98.30 | 94.34 | 92.76 | 100 | 100 |
| FMMNN | SEN | 88.56 | 85.43 | 92.17 | 92.20 | 88.96 | 85.95 | 99.20 | 99.20 | SPE | 89.94 | 89.95 | 95.20 | 95.17 | 89.58 | 89.43 | 100 | 99.95 | ACC | 89.77 | 89.39 | 94.82 | 94.80 | 89.50 | 89.00 | 99.90 | 99.86 |
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