Prediction of COVID-19 data using hybrid modeling approaches

W Zhao, Y Sun, Y Li, W Guan - Frontiers in public health, 2022 - frontiersin.org
A major emphasis is the dissemination of COVID-19 across the country's many regions and
provinces. Using the present COVID-19 pandemic as a guide, the researchers suggest a …

Comparison of ARIMA, ES, GRNN and ARIMA–GRNN hybrid models to forecast the second wave of COVID-19 in India and the United States

G Wang, T Wu, W Wei, J Jiang, S An, B Liang… - Epidemiology & …, 2021 - cambridge.org
As acute infectious pneumonia, the coronavirus disease-2019 (COVID-19) has created
unique challenges for each nation and region. Both India and the United States (US) have …

A multi-method approach to modeling COVID-19 disease dynamics in the United States

A Mokhtari, C Mineo, J Kriseman, P Kremer, L Neal… - Scientific reports, 2021 - nature.com
In this paper, we proposed a multi-method modeling approach to community-level spreading
of COVID-19 disease. Our methodology was composed of interconnected age-stratified …

Machine learning modeling techniques and statistical projections to predict the outbreak of COVID-19 with implication to India

WR Anne, SC Jeeva - Lessons from COVID-19, 2022 - Elsevier
Abstract The World Health Organization confirmed coronavirus as global pandemic on
March 11, 2020. The first wave started during March–April 2020, followed by second wave …

Application of machine learning in the prediction of COVID-19 daily new cases: A scoping review

S Ghafouri-Fard, H Mohammad-Rahimi, P Motie… - Heliyon, 2021 - cell.com
COVID-19 has produced a global pandemic affecting all over of the world. Prediction of the
rate of COVID-19 spread and modeling of its course have critical impact on both health …

Analyzing and forecasting COVID‐19 pandemic in the Kingdom of Saudi Arabia using ARIMA and SIR models

KA Abuhasel, M Khadr… - Computational …, 2022 - Wiley Online Library
The novel coronavirus COVID‐19 is spreading all across the globe. By June 29, 2020, the
World Health Organization announced that the number of cases worldwide had reached 9 …

Comparative Evaluation of the Multilayer Perceptron Approach with Conventional ARIMA in Modeling and Prediction of COVID‐19 Daily Death Cases

M Qureshi, M Daniyal, K Tawiah - Journal of Healthcare …, 2022 - Wiley Online Library
COVID‐19 continues to pose a dangerous global health threat, as cases grow rapidly and
deaths increase day by day. This increasing phenomenon does not only affect economic …

[HTML][HTML] Indian COVID-19 dynamics: Prediction using autoregressive integrated moving average modelling

A Tak, S Dia, M Dia, TC Wehner - Scripta Medica, 2021 - scindeks.ceon.rs
Background: The forecasting of Coronavirus Disease-19 (COVID-19) dynamics is a
centrepiece in evidence-based disease management. Numerous approaches that use …

The role of models as a decision-making support tool rather than a guiding light in managing the COVID-19 pandemic

A Niv-Yagoda, R Barnea… - Frontiers in Public …, 2022 - frontiersin.org
Reference scenarios based on mathematical models are used by public health experts to
study infectious diseases. To gain insight into modeling assumptions, we analyzed the three …

[HTML][HTML] Implementation of stacking based ARIMA model for prediction of Covid-19 cases in India

A Swaraj, K Verma, A Kaur, G Singh, A Kumar… - Journal of biomedical …, 2021 - Elsevier
Background Time-series forecasting has a critical role during pandemics as it provides
essential information that can lead to abstaining from the spread of the disease. The novel …