Table 4.
Country/States | Models | Next 7 days prediction |
Next 14 days prediction |
Next 21 days prediction |
|||
---|---|---|---|---|---|---|---|
predicted | 95% confidence | predicted | 95% confidence | predicted | 95% confidence | ||
on | interval | on | interval | on | interval | ||
17-07-2021 | 24-07-2021 | 31-07-2021 | |||||
India | Vanilla LSTM | 31759 | [29437, 30832] | 35003 | [30647, 32344] | 41310 | [26377, 30991] |
Stacked LSTM | 44617 | [38520, 42429] | 42595 | [36814, 39217] | 48593 | [36012, 39710] | |
BiLSTM | 43071 | [39296, 41623] | 33485 | [31856, 33257] | 61464 | [39453, 46424] | |
ED_LSTM | 55588 | [48027, 53046] | 72134 | [55317, 63396] | 156472 | [75427, 104118] | |
CNN | 72572 | [59971, 68365] | 54217 | [43309, 48319] | 81682 | [56401, 65913] | |
CNN+LSTM | 35746 | [36094, 37051] | 39876 | [40839, 41877] | 35664 | [37370, 38641] | |
Maharashtra | Vanilla LSTM | 11080 | [10708, 10971] | 17372 | [14738, 16075] | 13909 | [10731, 11978] |
Stacked LSTM | 6729 | [6812, 6656] | 12500 | [10553, 11445] | 15587 | [11992, 13394] | |
BiLSTM | 9497 | [9303, 9429] | 6446 | [6696, 6974] | 9979 | [9229, 9532] | |
ED_LSTM | 6109 | [6149, 6279] | 7278 | [7377, 7502] | 7254 | [7291, 7356] | |
CNN | 6057 | [6131, 6332] | 9113 | [8616, 8847] | 8459 | [8199, 8295] | |
CNN+LSTM | 10164 | [9945, 10115] | 9464 | [9225, 9343] | 10693 | [10213, 10461] | |
Kerala | Vanilla LSTM | 5296 | [5390, 6225] | 17549 | [11776, 14275] | 38564 | [23776, 29651] |
Stacked LSTM | 6866 | [6736, 7182] | 34136 | [23184, 28533] | 25395 | [17505, 20351] | |
BiLSTM | 21663 | [17734, 20477] | 30926 | [21760, 25726] | 15940 | [14720, 15209] | |
ED_LSTM | 10229 | [10010, 10313] | 25344 | [20536, 22902] | 11223 | [11206, 11425] | |
CNN | 18715 | [16398, 17947] | 23336 | [18276, 20758] | 12219 | [11081, 11496] | |
CNN+LSTM | 9224 | [9366, 9829] | 17342 | [14624, 15881] | 4495 | [4828, 5390] | |
Karnataka | Vanilla LSTM | 1156 | [1128, 1154] | 2537 | [2246, 2358] | 2627 | [2423, 2490] |
Stacked LSTM | 3688 | [3275, 3541] | 1581 | [1732, 1921] | 1107 | [1014, 1073] | |
BiLSTM | 2525 | [2575, 2719] | 1611 | [1563, 1607] | 4128 | [2505, 3068] | |
ED_LSTM | 3725 | [3095, 3509] | 5910 | [3130, 4307] | 1730 | [1315, 1438] | |
CNN | 3966 | [3130, 3685] | 1959 | [1552, 1712] | 4246 | [2200, 2916] | |
CNN+LSTM | 747 | [815, 1120] | 1480 | [1607, 1773] | 1762 | [2131, 2402] | |
Tamil Nadu | Vanilla LSTM | 2093 | [1096, 2048] | 980 | [996, 1115] | 2540 | [1443, 1810] |
Stacked LSTM | 1036 | [1055, 1196] | 1923 | [2042, 2209] | 551 | [814, 1063] | |
BiLSTM | 832 | [895, 1067] | 3247 | [3358, 3493] | 977 | [1326, 1650] | |
ED_LSTM | 6263 | [4765, 5754] | 7711 | [5521, 6578] | 13661 | [7504, 9848] | |
CNN | 1078 | [1034, 1086] | 1698 | [1677, 1749] | 537 | [683, 908] | |
CNN+LSTM | 3923 | [3618, 4018] | 2317 | [2485, 2664] | 278 | [826, 1232] |