Analyzing the Data of COVID-19 with Quasi-Distribution Fitting Based on Piecewise B-spline Curves

10/26/2021
by   Qingliang Zhao, et al.
0

Facing the world wide coronavirus disease 2019 (COVID-19) pandemic, a new fitting method (QDF, quasi-distribution fitting) which could be used to analyze the data of COVID-19 is developed based on piecewise quasi-uniform B-spline curves. For any given country or district, it simulates the distribution histogram data which is made from the daily confirmed cases (or the other data including daily recovery cases and daily fatality cases) of the COVID-19 with piecewise quasi-uniform B-spline curves. Being dealt with area normalization method, the fitting curves could be regarded as a kind of probability density function (PDF), its mathematical expectation and the variance could be used to analyze the situation of the coronavirus pandemic. Numerical experiments based on the data of certain countries have indicated that the QDF method demonstrate the intrinsic characteristics of COVID-19 data of the given country or distric, and because of the interval of data used in this paper is over one year (500 days), it reveals the fact that after multi-wave transmission of the coronavirus, the case fatality rate has declined obviously, the result shows that as an appraisal method, it is effective and feasible.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
04/24/2020

Comparative prediction of confirmed cases with COVID-19 pandemic by machine learning, deterministic and stochastic SIR models

In this paper, we propose a machine learning technics and SIR models (de...
research
07/04/2020

Excess deaths hidden 100 days after the quarantine in Peru by COVID-19

Objective: To make an estimate of the excess deaths caused by COVID-19 i...
research
12/04/2020

Utilizing Concept Drift for Measuring the Effectiveness of Policy Interventions: The Case of the COVID-19 Pandemic

As a reaction to the high infectiousness and lethality of the COVID-19 v...
research
04/28/2020

SARS-COV-2 Pandemic: Understanding the Impact of Lockdown in the Most Affected States of India

SARS-COV-2 has stopped the world in its footsteps and a third of the pop...
research
05/07/2021

Weather impact on daily cases of COVID-19 in Saudi Arabia using machine learning

COVID-19 was announced by the World Health Organisation (WHO) as a globa...
research
08/26/2023

Estimating Changepoints in Extremal Dependence, Applied to Aviation Stock Prices During COVID-19 Pandemic

The dependence in the tails of the joint distribution of two random vari...
research
02/20/2023

Estimating the severity of COVID-19 Omicron Variant in USA, India, Brazil, France, Germany and UK

This work evaluates the severity of COVID-19 Omicron variant in terms of...

Please sign up or login with your details

Forgot password? Click here to reset