Modelling provincial Covid-19 epidemic data in Italy using an adjusted time-dependent SIRD model

05/25/2020
by   Luisa Ferrari, et al.
0

In this paper we model and predict the spread of COVID-19 infection at a provincial (i.e. EU NUTS-3) level in Italy by using official data from the Italian Ministry of Health integrated with data extracted from daily official press conferences of regional authorities and from local newspaper websites. This integration is mainly concerned with death data which are not available at NUTS-3 level from official data channels. An adjusted time-dependent SIRD model is used to predict the behaviour of the epidemics, specifically the number of susceptible, infected, deceased and recovered people. Model performance is evaluated using comparison with real data.

READ FULL TEXT

page 8

page 18

research
03/14/2020

Modelling and predicting the spread of Coronavirus (COVID-19) infection in NUTS-3 Italian regions

This paper represents a frst attempt to model and predict the spatio-tem...
research
10/07/2021

PRRS Outbreak Prediction via Deep Switching Auto-Regressive Factorization Modeling

We propose an epidemic analysis framework for the outbreak prediction in...
research
08/22/2020

COVID-19 Pandemic Outbreak in the Subcontinent: A data-driven analysis

Human civilization is experiencing a critical situation that presents it...
research
02/28/2020

A Time-dependent SIR model for COVID-19

In this paper, we propose a mathematical model for analyzing and predict...
research
08/28/2021

A nonlinear cross-diffusion epidemic with time-dependent SIRD system: Multiscale derivation and computational analysis

A nonlinear cross-diffusion epidemic with a time-dependent Susceptible-I...
research
10/04/2021

Modeling Effect of Lockdowns and Other Effects on India Covid-19 Infections Using SEIR Model and Machine Learning

The SEIR model is a widely used epidemiological model used to predict th...
research
07/19/2023

Modelling the Spatial Spread of COVID-19 in a German District using a Diffusion Model

In this study, we present an integro-differential model to simulate the ...

Please sign up or login with your details

Forgot password? Click here to reset