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. 2021 Oct 1;47(2):2359–2379. doi: 10.1007/s13369-021-06223-0

Table 9.

F1-score values of the Deep Learning algorithms obtained with different parameters.

LR=0.001 LR=0.0001
M-1 M-2 M-3 M-1 M-2 M-3
All RNN 0.59 0.58 0.56 0.58 0.57 0.57
GRU 0.79 0.79 0.79 0.68 0.7 0.72
LSTM 0.8 0.8 0.8 0.76 0.77 0.76
Topic-1 RNN 0.57 0.57 0.57 0.57 0.56 0.56
GRU 0.83 0.83 0.81 0.42 0.44 0.39
LSTM 0.82 0.83 0.81 0.7 0.78 0.79
Topic-2 RNN 0.57 0.57 0.56 0.56 0.56 0.57
GRU 0.81 0.83 0.81 0.42 0.42 0.38
LSTM 0.8 0.8 0.82 0.73 0.76 0.80
Topic-3 RNN 0.57 0.57 0.56 0.57 0.55 0.55
GRU 0.79 0.82 0.81 0.4 0.41 0.41
LSTM 0.81 0.81 0.81 0.73 0.76 0.8