When to Relax Social Distancing Measures? An ARIMA Based Forecasting Study

10/15/2020
by   Ramya Hariharan, et al.
0

The spread of the novel coronavirus across various countries is wide and rapid. The number of confirmed cases and the reproduction number are some of the epidemiological parameters utilized in scientific studies for the analysis and prediction of the viral transmission. The positive rate, an indicator on the extent of testing the population, aids in understanding the severity of the infection in a given geographic location. The positive rate for selected countries has been considered in this study to construct ARIMA based statistical models. The goodness of fit of the models are verified by the investigation of residuals, Box-Luang test and the forecast error values. The positive rates forecasted by the ARIMA models are utilized to investigate the scope for implementation of relaxations in social distancing measures in some countries and the necessity to tighten the rules further in some other countries.

READ FULL TEXT

page 19

page 22

page 24

research
11/04/2021

Efficacy the of Confinement Policies on the COVID-19 Spread Dynamics in the Early Period of the Pandemic

In this study, we propose a clustering-based approach on time-series dat...
research
02/05/2021

Modelling COVID-19 Transmission Dynamics in Ghana

In late 2019, a novel coronavirus, the SARS-CoV-2 outbreak was identifie...
research
06/12/2020

Data-driven Simulation and Optimization for Covid-19 Exit Strategies

The rapid spread of the Coronavirus SARS-2 is a major challenge that led...
research
02/16/2021

Spatio-Temporal Multi-step Prediction of Influenza Outbreaks

Flu circulates all over the world. The worldwide infection places a subs...
research
05/05/2020

An Investigation of COVID-19 Spreading Factors with Explainable AI Techniques

Since COVID-19 was first identified in December 2019, various public hea...
research
01/11/2021

Predictive Analysis of Chikungunya

Chikungunya is an emerging threat for health security all over the world...

Please sign up or login with your details

Forgot password? Click here to reset