Modelling and Forecasting Immunization against Measles Disease in Madagascar Using Artificial Neural Networks (ANN)

Mr. Takudzwa. C. MaradzeIndependent Researcher, Harare, ZimbabweDr. Smartson. P. NYONIZICHIRe Project, University of Zimbabwe, Harare, ZimbabweMr. Thabani NYONISAGIT Innovation Center, Harare, Zimbabwe

Vol 5 No 3 (2021): Volume 5, Issue 3, March 2021 | Pages: 567-570

International Research Journal of Innovations in Engineering and Technology

OPEN ACCESS | Research Article | Published Date: 05-04-2021

doi Logo doi.org/10.47001/IRJIET/2021.503096

Abstract
In this research article, the ANN approach was applied to assess child immunization against measles in Madagascar. The employed annual data covers the period 1984-2019 and the out-of-sample period ranges over the period 2020-2030. The residuals and forecast evaluation criteria (Error, MSE and MAE) of the applied model indicate that the model is stable in forecasting the series under consideration. The ANN (12, 12, 1) model projections suggest that child immunization against measles in Madagascar is likely to decline from 69% in 2020 to about 62% by 2030. The government of Madagascar is encouraged to intensify child health surveillance and control programs, particularly adopting the suggested policy recommendations.
Keywords

Modelling, Forecasting, Artificial Neural Networks, ANN.


Citation of this Article

Mr. Takudzwa. C. Maradze, Dr. Smartson. P. NYONI, Mr. Thabani NYONI, “Modelling and Forecasting Immunization against Measles Disease in Madagascar Using Artificial Neural Networks (ANN)” Published in International Research Journal of Innovations in Engineering and Technology - IRJIET, Volume 5, Issue 3, pp 567-570, March 2021. Article DOI https://doi.org/10.47001/IRJIET/2021.503096

References
  1. Agenda, WHO Immunization, and World Health Organization. "2030: a global strategy to leave no one behind." World Health Organization [Internet] (2020).
  2. Chopra, Mickey, ZulfiqarBhutta, Diana Chang Blanc, Francesco Checchi, Anuradha Gupta, Ephrem T. Lemango, Orin S. Levine et al. "Addressing the persistent inequities in immunization coverage." Bulletin of the World Health Organization 98, no. 2 (2019): 146.
  3. World Health Organization. Measles vaccines: WHO position paper, April 2017 - recommendations. Vaccine 2019;37:219–22.
  4. Raherindrasana, Antso, C. Jessica Metcalf, Jean-Michel Heraud, Simon Cauchemez, Amy Winter, Amy Wesolowski, Richter Razafindratsimandresy et al. "Towards better targeting: lessons from a posthoneymoon measles outbreak in Madagascar, 2018–2019." BMJ global health 5, no. 10 (2020): e003153.