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. 2022 Feb 5;195:116611. doi: 10.1016/j.eswa.2022.116611

Table 3.

RMSE and MAPE with various model from June 21, 2021 to July 10, 2021.

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