Table 4 The best model for each prediction case based on AIC and BIC (test period #2).

From: Forecasting the spread of COVID-19 based on policy, vaccination, and Omicron data

Criterion

Prediction case

Best model

Number of parameters

AIC

Confirmed cases

Raw

y ~ model * cov + cov * omicron + omicron * model + model * cov * omicron + (1 | country)

57

Smoothed

y ~ omicron + (1|country)

4

Daily deaths

Raw

y ~ omicron + (1|country)

4

Smoothed

y ~ model + (1 | country)

8

ICU patients

Raw

y ~ model * cov + (1 | country)

27

Smoothed

y ~ model * cov + omicron + (1 | country)

28

BIC

Confirmed cases

Raw

y ~ omicron + (1|country)

4

Smoothed

y ~ omicron + (1|country)

4

Daily deaths

Raw

y ~ omicron + (1|country)

4

Smoothed

y ~ model + (1 | country)

8

ICU patients

Raw

y ~ model + (1 | country)

7

Smoothed

y ~ model + (1 | country)

7