Table 3.
Country/States | Models | Next 7 days | Next 14 days | Next 21 days | |||
---|---|---|---|---|---|---|---|
prediction |
prediction |
prediction |
|||||
RMSE | MAPE | RMSE | MAPE | RMSE | MAPE | ||
India | Vanilla LSTM | 9746.6 | 19.57 | 8454.28 | 17.01 | 11912.86 | 24.09 |
Stacked LSTM | 4687.34 | 8.68 | 5273.4 | 9.99 | 6023.1 | 11.36 | |
BiLSTM | 3889.28 | 7.34 | 5349.35 | 10.3 | 6369 | 12.29 | |
ED_LSTM | 4067.74 | 7.95 | 4385.09 | 8.1 | 4431.91 | 8.75 | |
CNN | 6729.1 | 12.61 | 5320.62 | 10.89 | 4304.57 | 7.6 | |
CNN+LSTM | 4831.59 | 9.07 | 4916.03 | 7.86 | 4431.45 | 7.57 | |
Maharashtra | Vanilla LSTM | 1455.74 | 14.63 | 2594.56 | 25.73 | 1075.67 | 10.69 |
Stacked LSTM | 1505.12 | 15.55 | 1046.71 | 10.21 | 1125.31 | 10.8 | |
BiLSTM | 1038.16 | 9.95 | 1339.5 | 14.08 | 1041.19 | 10.24 | |
ED_LSTM | 1889.96 | 19.36 | 1288.35 | 13.8 | 1363.88 | 14.56 | |
CNN | 1871.02 | 19.54 | 1140.99 | 11.5 | 1232.49 | 12.65 | |
CNN+LSTM | 1413.44 | 13.61 | 1231.39 | 11.83 | 1328.62 | 12.76 | |
Kerala | Vanilla LSTM | 3758.49 | 22.17 | 2219.32 | 13.78 | 1470.86 | 9.55 |
Stacked LSTM | 3747.23 | 23.48 | 2740.37 | 19.24 | 1801.96 | 13.2 | |
BiLSTM | 2468.36 | 18.21 | 3015.41 | 21.99 | 1778.38 | 13.56 | |
ED_LSTM | 2436.79 | 17.05 | 2700.32 | 19.71 | 2304.13 | 16.57 | |
CNN | 1836.93 | 13.6 | 1839.97 | 13.58 | 2436.62 | 17.26 | |
CNN+LSTM | 2641.06 | 19.17 | 1950.78 | 13.54 | 4276.85 | 28.01 | |
Karnataka | Vanilla LSTM | 948.58 | 27.13 | 461.05 | 14.14 | 460.7 | 13.72 |
Stacked LSTM | 616.77 | 19.12 | 482.77 | 13.43 | 876.11 | 25.35 | |
BiLSTM | 702.86 | 21.95 | 632.44 | 19.64 | 549.77 | 17.01 | |
ED_LSTM | 495.17 | 15.81 | 497.36 | 15.42 | 720.96 | 21.64 | |
CNN | 539.86 | 17.15 | 767.04 | 22.86 | 767.9 | 22.64 | |
CNN+LSTM | 659.5 | 21.37 | 513.75 | 15.96 | 590.59 | 18.37 | |
Tamil Nadu | Vanilla LSTM | 1096.36 | 25.25 | 1437.03 | 33.79 | 1571.95 | 36.87 |
Stacked LSTM | 1527.06 | 35.82 | 671.79 | 14.99 | 1253.73 | 29.34 | |
BiLSTM | 1716.46 | 40.13 | 393.62 | 8 | 779.47 | 17.67 | |
ED_LSTM | 700.86 | 14.66 | 768.71 | 15.97 | 826.78 | 17.26 | |
CNN | 1516.43 | 35.44 | 1040.41 | 24.12 | 1134.7 | 26.52 | |
CNN+LSTM | 594.12 | 11.8 | 823.92 | 15.37 | 1419.17 | 31.53 |