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Table 3

Accuracy and loss of model with different modules

Model Validation acc/% Validation loss Train acc/% Train loss Avg epoch time/s
TCN 90.57 0.238 8 89.75 0.255 3 87.7
TCN+Attention 93.00 0.132 5 93.81 0.112 5 134.1
TCN+1DCNN 92.10 0.154 0 91.64 0.154 6 115.9
TCA 97.14 0.064 3 97.39 0.066 2 162.8

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