Probabilistic program inference in network-based epidemiological simulations
Table 2
Mean daily absolute error (MDAE, Eq 27) for various disease models and fitting procedures across several counties.
BBVI fits the NSEIR model to real infection statistics better than Metropolis-Hastings or Likelihood-weighted importance sampling. NSEIR also outperforms Compartmental SEIR model with CE-EM.