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. 2021 May 21;9:685596. doi: 10.3389/fpubh.2021.685596

Table 1.

NRMSE between the estimated joint torque of different models and the measurements (“true” values) of all subjects (mean ± std).

2 m/s 3 m/s 4 m/s 5 m/s
Speed-dependent GP 0.1788 ± 0.0756 0.1802 ± 0.0475 0.1604 ± 0.0483 0.1718 ± 0.0356
NARX-GP 0.0046 ± 0.0016 0.0039 ± 0.0023 0.0031 ± 0.0023 0.0041 ± 0.0021
Multi-speed GP 0.1850 ± 0.0735 0.1745 ± 0.0489 0.1712 ± 0.0457 0.1874 ± 0.0510
NARX-GP 0.0052 ± 0.0028 0.0033 ± 0.0010 0.0030 ± 0.0011 0.0035 ± 0.0011
Speed-independent GP 0.2075 ± 0.0697 0.1852 ± 0.0560 0.1910 ± 0.0563 0.2174 ± 0.0746
NARX-GP 0.0086 ± 0.0086 0.0039 ± 0.0014 0.0046 ± 0.0030 0.0066 ± 0.0072