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.

From: Explaining the unique nature of individual gait patterns with deep learning

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)