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. 2021 Jul 9;16(7):e0254319. doi: 10.1371/journal.pone.0254319

Table 3. The best performances achieved by Persistence, AR(16), ARIMA(3,0,3), Seq2Seq, TCN, and SNAIL for one-week-ahead forecasts.

The performance metrics are averaged over 49 states. The symbols ↓ and ↑ indicate that the lower and higher values correspond to the better performance.

Persistence AR(16) ARIMA(3,0,3) Seq2Seq TCN SNAIL
RMSE (↓) 0.6218 0.6030 0.5871 0.5756 0.5543 0.5541
MAPE (↓) 12.37 12.86 11.90 11.14 10.98 10.86
L2E (↓) 0.2150 0.2231 0.2147 0.2012 0.1955 0.1937
PCORR (↑) 0.8950 0.9035 0.9017 0.9104 0.9157 0.9161