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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
Descripción
Sumario: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.