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On automatic calibration of the SIRD epidemiological model for COVID-19 data in Poland. (arXiv:2204.12346v1 [stat.ME])
April 27, 2022, 1:10 a.m. | Piotr Błaszczyk, Konrad Klimczak, Adam Mahdi, Piotr Oprocha, Paweł Potorski, Paweł Przybyłowicz, Michał Sobieraj
stat.ML updates on arXiv.org arxiv.org
We propose a novel methodology for estimating the epidemiological parameters
of a modified SIRD model (acronym of Susceptible, Infected, Recovered and
Deceased individuals) and perform a short-term forecast of SARS-CoV-2 virus
spread. We mainly focus on forecasting number of deceased. The procedure was
tested on reported data for Poland. For some short-time intervals we performed
numerical test investigating stability of parameter estimates in the proposed
approach. Numerical experiments confirm the effectiveness of short-term
forecasts (up to 2 weeks) and stability …
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