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. 2021 Nov 17;21(22):7628. doi: 10.3390/s21227628

Table 2.

Performance of 1D-CNN, GRU-based model.

Model C G DC TC C-G C+G DC+G
Mean accuracy (%) 94.9 95.6 95.6 95.3 95.3 95.9 96.1
Standard deviation of accuracy (%) 4.4 4.1 4.0 4.4 4.7 4.1 3.8
Max accuracy (%) 99.8 99.8 100 99.8 100 100 100
Min accuracy (%) 87.1 87.4 87.6 86.4 85.7 87.2 88.8
Mean epoch 64.9 80.6 69.9 63.8 80.1 71.7 78.8
Mean training time (s) 5.172 21.351 8.383 10.270 13.304 21.729 26.551
Epoch time (s) 0.081 0.265 0.120 0.161 0.166 0.303 0.337
Evaluation time (s) 0.099 0.073 0.142 0.153 0.115 0.095 0.129