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[Preprint]. 2024 Mar 25:2024.01.13.24301248. Originally published 2024 Jan 15. [Version 2] doi: 10.1101/2024.01.13.24301248

Table 1:

Performance metrics with error reduction for the 1-day, 7-day and 14-day ahead tasks at the county level.

Model RMSE RRMSE(%) Error Reduction
1st day 7th day 14th day 1st day 7th day 14th day 1st day 7th day 14th day
Persistence 45.11±176.33 29.71±133.62 36.56±152.9 83.13±111.19 50.48±48.18 65.48±69.41
Autoregressive 44.43±209.3 49.15±9.68×104 65.91±3.17×109 81.57±95.71 83.87±3.18×104 103.16±8.72×108 1.01±1.13 1.5±702.98 1.54±1.12×107
GRU 18.62±101.65 19.23±106.35 23.75±118.99 33.26±24.04 34.45±25.11 43.61±25.27 0.49±0.3 0.68±0.4 0.7±0.33
LSTM 18.44±91..71 18.01±104.53 22.83±118.66 31.29±24.09 33.37±25.08 42.04±24.9 0.46±0.3 0.64±0.4 0.7±0.33
TC-LSTM 19.03±105.94 19.22±112.28 23.56±123.17 33.19±23.1 35.09±26.23 43.84±25.97 0.49±0.3 0.7±0.4 0.72±0.34
TC-biLSTM 10.47±59.91 12.96±80.49 23.66±115.85 17.08±20.25 23.03±30.25 44.33±37.06 0.25±0.24 0.43±0.51 0.73±0.4
biLSTM 6.53±34.9 8..29±62.98 20.51±98.42 9.83±18.41 14.28±34.5 40.01±34.98 0.15±0.22 0.25±0.54 0.66±0.4
FIGI-Net 4.34±26.44 5.98±61.22 19.79±100.08 6.98±17.73 9.92±37.31 39.73±34.99 0.1±0.22 0.17±0.57 0.65±0.42