TABLE II. Average Performance Measures (%) in (1)–(3) for the Best iEMG Classifier Under Each Category. Each Classifier Performed a 10-Fold CV 25 Times.
| Performance | LDA | FT | ESD | FKNN | QSVM | MLPNN-BMMV |
|---|---|---|---|---|---|---|
| Measures (%) | ||||||
|
50.40 | 73.20 | 78.67 | 74.80 | 85.97 | 99.87 |
|
50.00 | 78.00 | 85.12 | 82.00 | 90.48 | 99.97 |
|
56.00 | 64.00 | 72.64 | 56.00 | 80.00 | 99.68 |
|
46.00 | 68.00 | 65.36 | 72.00 | 78.40 | 99.76 |
|
68.00 | 75.00 | 73.80 | 68.00 | 84.96 | 99.72 |
|
73.50 | 89.00 | 93.94 | 90.00 | 94.98 | 99.98 |
|
80.50 | 90.00 | 92.50 | 94.50 | 95.00 | 99.96 |