| Dataset | dengue + cold | Flu + dengue + cold | Flu + cold | SMS Spam Collection Dataset | ||||||
---|---|---|---|---|---|---|---|---|---|---|---|
Model Architecture / Filing missing | LSTM | LSTM with numerical | LSTM + FNN | LSTM | LSTM with numerical | LSTM + FNN | LSTM | LSTM with numerical | LSTM + FNN | LSTM | |
original | Â | 13.3 | 17.7 | 8.6 | 11.9 | 15.7 | 10.1 | 26.3 | 27.6 | 12.7 | 98.5 |
MG | Â | 11.6 | 17.1 | 8.6 | 10.7 | 14.0 | 10.1 | 26.2 | 27.8 | 18.4 | 85.5 |
keywords selection (cut words: frequency < 2) | cubic interpolation | 12.4 | 12.3 | 12.9 | 55.2 | 47.5 | 10.9 | 24.0 | 24.7 | 20.6 | 114.2 |
cut | 13.4 | 17.6 | 8.6 | 10.9 | 17.1 | 11.7 | 26.3 | 27.6 | 12.5 | 107.7 | |
mean | 14.3 | 16.7 | 8.5 | 11.6 | 17.8 | 12.0 | 23.6 | 16.5 | 8.0 | 101.5 | |
keywords selection (cut words: MI bottom 5%) | cubic interpolation | 22.5 | 14.5 | 12.3 | 48.9 | 29.3 | 10.9 | 24.1 | 25.2 | 21.5 | 171.0 |
cut | 22.9 | 15.6 | 11.5 | 12.5 | 19.3 | 10.2 | 24.9 | 25.7 | 12.8 | 111.0 | |
mean | 25.2 | 12.2 | 10.9 | 16.8 | 22.8 | 10.8 | 19.9 | 20.0 | 8.5 | 116.6 | |
keywords selection (cut words: MI bottom 5% or frequency < 2) | cubic interpolation | 13.4 | 14.7 | 13.0 | 49.0 | 29.3 | 11.0 | 24.8 | 25.3 | 20.0 | 111.6 |
cut | 26.4 | 20.3 | 11.6 | 12.7 | 22.4 | 10.3 | 25.1 | 26.1 | 12.7 | 145.2 | |
mean | 25.1 | 12.6 | 10.7 | 22.1 | 22.2 | 10.8 | 21.7 | 19.9 | 8.1 | 105.3 | |
keywords selection (cut words: frequency < 2) + MG | cubic interpolation | 11.2 | 12.2 | 12.2 | 55.3 | 47.2 | 11.0 | 22.3 | 16.5 | 22.1 | 134.7 |
cut | 11.5 | 16.9 | 8.7 | 10.6 | 13.8 | 10.2 | 26.6 | 27.6 | 18.1 | 87.5 | |
mean | 14.7 | 14.3 | 8.5 | 14.2 | 19.2 | 12.5 | 24.1 | 14.3 | 8.0 | 116.7 | |
keywords selection (cut words: MI bottom 5%) + MG | cubic interpolation | 23.9 | 15.1 | 11.1 | 27.6 | 28.9 | 10.9 | 24.0 | 25.3 | 20.0 | 206.7 |
cut | 18.3 | 15.7 | 8.5 | 12.2 | 16.4 | 10.2 | 24.8 | 29.0 | 15.6 | 219.0 | |
mean | 25.0 | 11.8 | 10.2 | 16.6 | 20.6 | 11.1 | 15.4 | 16.7 | 15.4 | 116.8 | |
keywords selection (cut words: MI bottom 5% or frequency < 2) + MG | cubic interpolation | 13.4 | 13.6 | 11.0 | 36.0 | 29.5 | 10.8 | 23.9 | 25.4 | 18.4 | 147.3 |
cut | 25.2 | 15.4 | 8.6 | 12.7 | 16.4 | 10.2 | 25.0 | 29.1 | 15.4 | 141.9 | |
mean | 19.7 | 11.8 | 8.5 | 15.8 | 20.6 | 10.9 | 21.6 | 17.0 | 8.0 | 80.2 |