Machine Learning Algorithm to Identify Hesitancy Towards Covid-19 Vaccination Among the Rural Citizens Under E-Governance Initiatives

Main Article Content

M. Bhuvana
K. Priya
Suresh. V
Jyothi Palukiri
Premkumar. B

Abstract

The Indian Government has taken massive initiatives to control the pandemic virus of COVID-19. Recently, the Government has decided to begin the process of a large-scale vaccination programme to create an end to the crisis due to COVID-19. However, vaccination is found to be the major solution as suggested by various health care experts to stop the widespread of this deadly virus, hesitancy towards getting vaccinated is found to be more in the rural villages of India. The process of getting vaccinated was not made compulsory by the government, but still there exists skepticism in minds of rural citizens towards COVID-19 vaccination. Text Analytics has been implemented to identify the exact emotions among rural citizens towards COVID Vaccinations. Hence the present research study has identified the major reasons for hesitancy towards getting vaccinated for COVID-19 using machine learning techniques. The researchers of the current study have also measured the emotions and signs of sentiments of the rural citizens on COVID-19 vaccination.

Article Details

How to Cite
Bhuvana, M., Priya, K., V, S., Palukiri, J. ., & B, P. . (2023). Machine Learning Algorithm to Identify Hesitancy Towards Covid-19 Vaccination Among the Rural Citizens Under E-Governance Initiatives. International Journal on Recent and Innovation Trends in Computing and Communication, 11(10s), 524–529. https://doi.org/10.17762/ijritcc.v11i10s.7689
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Articles

References

. Aarogya Setu. (2020). https://www.mygov.in/aarogya-setu-app/

. Abedin M, Islam MA, Rahman FN, Reza HM, Hossain MZ, Hossain MA, et al. (2021) Willingness to vaccinate against COVID-19 among Bangladeshi adults: Understanding the strategies to optimize vaccination coverage. PLOS ONE 16(4): e0250495.

. Anil Parmar (2021) Taking vaccination to Rural India, https://www.news18.com/news/lifestyle/health-and-fitness-taking-vaccination-to-rural-india-3750935.html

. Civil Services India (2020) https://www.civilserviceindia.com/subject/General-Studies/notes/e-governance.html

. Ms. Ritika Dhabalia, Ms. Kritika Dhabalia. (2012). An Intelligent Auto-Tracking Vehicle. International Journal of New Practices in Management and Engineering, 1(02), 08 - 13. Retrieved from http://ijnpme.org/index.php/IJNPME/article/view/5

. Census (2011). https://www.census2011.co.in/census/state/tamil+nadu.html

. CSC (2020). http://cschealth.in/Portalclass/index/services

. Denzin, N. K., & Lincoln, Y. S. (1998). The landscape of qualitative research: Theories and issue. London: Sage Publications.

. Li J., Hovy E. Springer; Cham. (2017) “Reflections on sentiment/opinion analysis”, A practical guide to sentiment analysis; pp. 41–59

. Ruchika, & Chhilar, R. S. . (2023). Novel Approach for Improving Secure Scheduling in Fog Environment and in Context of Smart Homes. International Journal of Intelligent Systems and Applications in Engineering, 11(1s), 23–29. Retrieved from https://ijisae.org/index.php/IJISAE/article/view/2473

. Md.Saiful Islam, Abu Bakkar Siddique, Rejina Akter, Rafia Tasnim, Md. Safaet Hossain Sujan, Paul R Ward, Md. Tajuddin Sikder (2021). Knowledge, attitudes and perceptions towards COVID-19 vaccinations: a cross-sectional community survey in Bangladesh, edRxiv 2021.02.16.21251802; doi: https://doi.org/10.1101/2021.02.16.21251802

. Pharmeasy (2021), COVAXIN and COVISHIELD, https://pharmeasy.in/blog/covaxin-vs-covishield-a-detailed-comparison/

. Sanil Mhatre (2020). Text Mining And Sentiment Analysis: Introduction, https://www.red-gate.com/simple-talk/sql/bi/text-mining-and-sentiment-analysis-introduction/

. Jones, D., Taylor, M., García, L., Rodriguez, A., & Fernández, C. Using Machine Learning to Improve Student Performance in Engineering Programs. Kuwait Journal of Machine Learning, 1(1). Retrieved from http://kuwaitjournals.com/index.php/kjml/article/view/101

. Siliguri. (2021). Covid-19 vaccine registration now open for all adults: Here’s how to register on Co-WIN portal, https://indianexpress.com/article/technology/tech-news-technology/covid-19-vaccine-registration-now-open-for-all-adults-how-you-can-register-7291196/

. Soleymani M., Garcia D., Jou B., Schuller B., Chang S.F., Pantic M. (2017). A survey of multimodal sentiment analysis. Image Vis Comput. 65:3–14.

. UMANG (2021). http://www.umang.gov.in/