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Substantiating the Diffusion Model of Innovation Implementation and its Application to Vaccine Propagation

The paper examines prerequisites and assumptions of the classical Bass innovation diffusion model with the aim of applying it in modeling of relevant stochastic processes related to the pandemic. The Bass model has proven its versatility and applicability to various environments. A thorough mathemat...

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Detalles Bibliográficos
Autores principales: Gorbachuk, V. M., Dunaievskyi, M. S., Syrku, A. A., Suleimanov, S.-B.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8795332/
https://www.ncbi.nlm.nih.gov/pubmed/35106050
http://dx.doi.org/10.1007/s10559-022-00438-1
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author Gorbachuk, V. M.
Dunaievskyi, M. S.
Syrku, A. A.
Suleimanov, S.-B.
author_facet Gorbachuk, V. M.
Dunaievskyi, M. S.
Syrku, A. A.
Suleimanov, S.-B.
author_sort Gorbachuk, V. M.
collection PubMed
description The paper examines prerequisites and assumptions of the classical Bass innovation diffusion model with the aim of applying it in modeling of relevant stochastic processes related to the pandemic. The Bass model has proven its versatility and applicability to various environments. A thorough mathematical substantiation of the model properties is presented based on theories of evolutionary equations and stochastic processes for its further development, as well as search for uncertainty parameters and observable variables. The paper provides realistic estimation results of the Bass model parameters for vaccination in Ukraine and Belarus on weekly data of the first half of 2021. Similar studies are suggested for other countries, as well as regions and districts of Ukraine.
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spelling pubmed-87953322022-01-28 Substantiating the Diffusion Model of Innovation Implementation and its Application to Vaccine Propagation Gorbachuk, V. M. Dunaievskyi, M. S. Syrku, A. A. Suleimanov, S.-B. Cybern Syst Anal Article The paper examines prerequisites and assumptions of the classical Bass innovation diffusion model with the aim of applying it in modeling of relevant stochastic processes related to the pandemic. The Bass model has proven its versatility and applicability to various environments. A thorough mathematical substantiation of the model properties is presented based on theories of evolutionary equations and stochastic processes for its further development, as well as search for uncertainty parameters and observable variables. The paper provides realistic estimation results of the Bass model parameters for vaccination in Ukraine and Belarus on weekly data of the first half of 2021. Similar studies are suggested for other countries, as well as regions and districts of Ukraine. Springer US 2022-01-28 2022 /pmc/articles/PMC8795332/ /pubmed/35106050 http://dx.doi.org/10.1007/s10559-022-00438-1 Text en © Springer Science+Business Media, LLC, part of Springer Nature 2022 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic.
spellingShingle Article
Gorbachuk, V. M.
Dunaievskyi, M. S.
Syrku, A. A.
Suleimanov, S.-B.
Substantiating the Diffusion Model of Innovation Implementation and its Application to Vaccine Propagation
title Substantiating the Diffusion Model of Innovation Implementation and its Application to Vaccine Propagation
title_full Substantiating the Diffusion Model of Innovation Implementation and its Application to Vaccine Propagation
title_fullStr Substantiating the Diffusion Model of Innovation Implementation and its Application to Vaccine Propagation
title_full_unstemmed Substantiating the Diffusion Model of Innovation Implementation and its Application to Vaccine Propagation
title_short Substantiating the Diffusion Model of Innovation Implementation and its Application to Vaccine Propagation
title_sort substantiating the diffusion model of innovation implementation and its application to vaccine propagation
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8795332/
https://www.ncbi.nlm.nih.gov/pubmed/35106050
http://dx.doi.org/10.1007/s10559-022-00438-1
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