Table 3.
The coefficient of variation of the input relevance values of the subject-classification, reported in pairs of mean (standard deviation) over all subjects.
Model | Ground Reaction Forces |
Joint Angles Full-Body |
Joint Angles Full-Body (flex.-ext.) |
Joint Angles Lower-Body |
Joint Angles Lower-Body (flex.-ext.) |
---|---|---|---|---|---|
Linear (SGD) | 4.31 (0.25) | 4.27 (0.08) | 3.93 (0.12) | 4.16 (0.10) | 3.86 (0.15) |
Linear (SVM) | 0.31 (0.08) | 0.56 (0.10) | 0.31 (0.07) | 0.48 (0.09) | 0.26 (0.05) |
MLP (3, 64) | 1.31 (0.34) | 2.73 (0.15) | 1.58 (0.17) | 2.37 (0.16) | 1.41 (0.23) |
MLP (3, 256) | 0.84 (0.18) | 2.21 (0.13) | 1.05 (0.10) | 1.86 (0.13) | 0.85 (0.12) |
MLP (3, 1024) | 0.63 (0.12) | 1.85 (0.10) | 0.77 (0.08) | 1.50 (0.10) | 0.61 (0.09) |
CNN-A | 0.30 (0.08) | 0.56 (0.09) | 0.35 (0.06) | 0.49 (0.08) | 0.32 (0.05) |
CNN-C3 | 0.35 (0.08) | 0.50 (0.08) | 0.43 (0.08) | 0.48 (0.08) | 0.44 (0.08) |