Table 3.
Confusion matrix for (a) right thigh and (b) lumbar region when squats were classified using a single IMU with DL, and confusion matrix for (c) right thigh and (d) lumbar region when squats were classified using a single IMU with CML. The predicted class refers to the classification provided by an expert, whereas the actual class refers to the classification provided by the mean values of the class in which the subject actually operates.
| (a) Right thigh with DL | (b) Lumbar region with DL | ||||||||||||||
| Predicted Values | Predicted Values | ||||||||||||||
| ACC | AK | KVG | KVR | HS | BO | ACC | AK | KVG | KVR | HS | BO | ||||
| Actual Values | ACC | 114 | 29 | 43 | 18 | 0 | 30 | Actual Values | ACC | 80 | 21 | 59 | 49 | 13 | 12 |
| AK | 43 | 92 | 14 | 22 | 20 | 43 | AK | 28 | 82 | 11 | 51 | 44 | 18 | ||
| KVG | 24 | 23 | 170 | 0 | 0 | 17 | KVG | 76 | 11 | 105 | 24 | 16 | 2 | ||
| KVR | 28 | 19 | 3 | 168 | 2 | 14 | KVR | 39 | 33 | 22 | 87 | 40 | 13 | ||
| HS | 0 | 13 | 0 | 4 | 188 | 29 | HS | 6 | 32 | 13 | 19 | 149 | 15 | ||
| BO | 34 | 46 | 26 | 4 | 34 | 90 | BO | 15 | 31 | 4 | 17 | 23 | 144 | ||
| (c) Right thigh with CML | (d) Lumbar region with CML | ||||||||||||||
| Predicted Values | Predicted Values | ||||||||||||||
| ACC | AK | KVG | KVR | HS | BO | ACC | AK | KVG | KVR | HS | BO | ||||
| Actual Values | ACC | 114 | 29 | 43 | 18 | 0 | 30 | Actual Values | ACC | 71 | 22 | 62 | 34 | 28 | 17 |
| AK | 43 | 92 | 14 | 22 | 20 | 43 | AK | 33 | 56 | 18 | 46 | 31 | 50 | ||
| KVG | 24 | 23 | 170 | 0 | 0 | 17 | KVG | 62 | 18 | 87 | 17 | 21 | 29 | ||
| KVR | 28 | 19 | 3 | 168 | 2 | 14 | KVR | 41 | 45 | 38 | 52 | 43 | 15 | ||
| HS | 0 | 13 | 0 | 4 | 188 | 29 | HS | 23 | 31 | 19 | 49 | 74 | 38 | ||
| BO | 34 | 46 | 26 | 4 | 34 | 90 | BO | 15 | 31 | 20 | 8 | 16 | 144 | ||