IDEAS home Printed from https://ideas.repec.org/a/ovi/oviste/vxxiiiy2023i1p229-238.html
   My bibliography  Save this article

Machine Learning Diagnosis of Dengue Fever: A Cost-Effective Approach for Early Detection and Treatment

Author

Listed:
  • Hamzat Salami

    (Prince Abubakar Audu University, Anyigba, Faculty of Social Sciences, Nigeria University of Abuja, Faculty of Social Sciences, Nigeria)

  • Joy Eleojo Ebeh

    (Prince Abubakar Audu University, Anyigba, Faculty of Social Sciences, Nigeria University of Abuja, Faculty of Social Sciences, Nigeria)

  • Yakubu Ojo Aminu

    (Prince Abubakar Audu University, Anyigba, Faculty of Social Sciences, Nigeria University of Abuja, Faculty of Social Sciences, Nigeria)

Abstract

This research aims to explore the potential of machine learning algorithms for diagnosing of dengue fever and assess their cost-effectiveness compared to conventional methods. Four machine learning classifiers (K-Nearest Neighbor, Naïve Bayes, Support Vector Machine, and Random Forest) were utilized. Feature selection and data balancing techniques were employed to enhance algorithm performance. The classifiers achieved high accuracy rates, with Naïve Bayes, Support Vector Machine, and Random Forest achieving 100% accuracy and K-Nearest Neighbor achieving 97.3% accuracy. Additionally, the cost-effectiveness analysis demonstrated that machine learning models for disease classification are the most cost-effective approach due to early detection and diagnosis, resulting in reduced healthcare costs. Therefore, it is recommended to promote the use of machine learning techniques in disease treatment for early detection and improved costeffectiveness.

Suggested Citation

  • Hamzat Salami & Joy Eleojo Ebeh & Yakubu Ojo Aminu, 2023. "Machine Learning Diagnosis of Dengue Fever: A Cost-Effective Approach for Early Detection and Treatment," Ovidius University Annals, Economic Sciences Series, Ovidius University of Constantza, Faculty of Economic Sciences, vol. 0(1), pages 229-238, August.
    • Handle: RePEc:ovi:oviste:v:xxiii:y:2023:i:1:p:229-238
    as

    Download full text from publisher

    File URL: https://stec.univ-ovidius.ro/html/anale/RO/2023-i1/Section%201%20and%202/29.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Samir Bhatt & Peter W. Gething & Oliver J. Brady & Jane P. Messina & Andrew W. Farlow & Catherine L. Moyes & John M. Drake & John S. Brownstein & Anne G. Hoen & Osman Sankoh & Monica F. Myers & Dylan , 2013. "The global distribution and burden of dengue," Nature, Nature, vol. 496(7446), pages 504-507, April.
    2. Sunday O. Olatunji & Nawal Alsheikh & Lujain Alnajrani & Alhatoon Alanazy & Meshael Almusairii & Salam Alshammasi & Aisha Alansari & Rim Zaghdoud & Alaa Alahmadi & Mohammed Imran Basheer Ahmed & Moham, 2023. "Comprehensible Machine-Learning-Based Models for the Pre-Emptive Diagnosis of Multiple Sclerosis Using Clinical Data: A Retrospective Study in the Eastern Province of Saudi Arabia," IJERPH, MDPI, vol. 20(5), pages 1-20, February.
    3. Drummond, Michael F. & Sculpher, Mark J. & Claxton, Karl & Stoddart, Greg L. & Torrance, George W., 2015. "Methods for the Economic Evaluation of Health Care Programmes," OUP Catalogue, Oxford University Press, edition 4, number 9780199665884.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Naveed Heydari & David A. Larsen & Marco Neira & Efraín Beltrán Ayala & Prissila Fernandez & Jefferson Adrian & Rosemary Rochford & Anna M. Stewart-Ibarra, 2017. "Household Dengue Prevention Interventions, Expenditures, and Barriers to Aedes aegypti Control in Machala, Ecuador," IJERPH, MDPI, vol. 14(2), pages 1-15, February.
    2. Irina Pokhilenko & Luca M. M. Janssen & Aggie T. G. Paulus & Ruben M. W. A. Drost & William Hollingworth & Joanna C. Thorn & Sian Noble & Judit Simon & Claudia Fischer & Susanne Mayer & Luis Salvador-, 2023. "Development of an Instrument for the Assessment of Health-Related Multi-sectoral Resource Use in Europe: The PECUNIA RUM," Applied Health Economics and Health Policy, Springer, vol. 21(2), pages 155-166, March.
    3. Chiranjeev Sanyal & Don Husereau, 2020. "Systematic Review of Economic Evaluations of Services Provided by Community Pharmacists," Applied Health Economics and Health Policy, Springer, vol. 18(3), pages 375-392, June.
    4. Andrew J. Mirelman & Miqdad Asaria & Bryony Dawkins & Susan Griffin & Richard Cookson & Peter Berman, 2020. "Fairer Decisions, Better Health for All: Health Equity and Cost-Effectiveness Analysis," World Scientific Book Chapters, in: Paul Revill & Marc Suhrcke & Rodrigo Moreno-Serra & Mark Sculpher (ed.), Global Health Economics Shaping Health Policy in Low- and Middle-Income Countries, chapter 4, pages 99-132, World Scientific Publishing Co. Pte. Ltd..
    5. Christopher M Doran & Irina Kinchin, 2020. "Economic and epidemiological impact of youth suicide in countries with the highest human development index," PLOS ONE, Public Library of Science, vol. 15(5), pages 1-11, May.
    6. Boniface Oyugi & Olena Nizalova & Sally Kendall & Stephen Peckham, 2024. "Does a free maternity policy in Kenya work? Impact and cost–benefit consideration based on demographic health survey data," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 25(1), pages 77-89, February.
    7. Lili Wang & Lei Si & Fiona Cocker & Andrew J. Palmer & Kristy Sanderson, 2018. "A Systematic Review of Cost-of-Illness Studies of Multimorbidity," Applied Health Economics and Health Policy, Springer, vol. 16(1), pages 15-29, February.
    8. Sakirul Khan & Sheikh Mohammad Fazle Akbar & Takaaki Yahiro & Mamun Al Mahtab & Kazunori Kimitsuki & Takehiro Hashimoto & Akira Nishizono, 2022. "Dengue Infections during COVID-19 Period: Reflection of Reality or Elusive Data Due to Effect of Pandemic," IJERPH, MDPI, vol. 19(17), pages 1-12, August.
    9. Etienne Nédellec & Judith Pineau & Patrice Prognon & Nicolas Martelli, 2018. "Level of Evidence in Economic Evaluations of Left Atrial Appendage Closure Devices: A Systematic Review," Applied Health Economics and Health Policy, Springer, vol. 16(6), pages 793-802, December.
    10. Qi Cao & Erik Buskens & Hans L. Hillege & Tiny Jaarsma & Maarten Postma & Douwe Postmus, 2019. "Stratified treatment recommendation or one-size-fits-all? A health economic insight based on graphical exploration," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 20(3), pages 475-482, April.
    11. Shengzhang Dong & George Dimopoulos, 2023. "Aedes aegypti Argonaute 2 controls arbovirus infection and host mortality," Nature Communications, Nature, vol. 14(1), pages 1-16, December.
    12. Zhao, Xinxing & Li, Kainan & Ang, Candice Ke En & Cheong, Kang Hao, 2023. "A deep learning based hybrid architecture for weekly dengue incidences forecasting," Chaos, Solitons & Fractals, Elsevier, vol. 168(C).
    13. Eunha Shim, 2017. "Cost-effectiveness of dengue vaccination in Yucatán, Mexico using a dynamic dengue transmission model," PLOS ONE, Public Library of Science, vol. 12(4), pages 1-17, April.
    14. Hensher, Martin & Canny, Ben & Zimitat, Craig & Campbell, Julie & Palmer, Andrew, 2020. "Health care, overconsumption and uneconomic growth: A conceptual framework," Social Science & Medicine, Elsevier, vol. 266(C).
    15. Dongzhe Hong & Lei Si & Minghuan Jiang & Hui Shao & Wai-kit Ming & Yingnan Zhao & Yan Li & Lizheng Shi, 2019. "Cost Effectiveness of Sodium-Glucose Cotransporter-2 (SGLT2) Inhibitors, Glucagon-Like Peptide-1 (GLP-1) Receptor Agonists, and Dipeptidyl Peptidase-4 (DPP-4) Inhibitors: A Systematic Review," PharmacoEconomics, Springer, vol. 37(6), pages 777-818, June.
    16. Werner Brouwer & Kaya Verbooy & Renske Hoefman & Job Exel, 2023. "Production Losses due to Absenteeism and Presenteeism: The Influence of Compensation Mechanisms and Multiplier Effects," PharmacoEconomics, Springer, vol. 41(9), pages 1103-1115, September.
    17. Simon Pol & Paula Rojas Garcia & Fernando Antoñanzas Villar & Maarten J. Postma & Antoinette D. I. Asselt, 2021. "Health-Economic Analyses of Diagnostics: Guidance on Design and Reporting," PharmacoEconomics, Springer, vol. 39(12), pages 1355-1363, December.
    18. Paul Revill & Simon Walker & Valentina Cambiano & Andrew Phillips & Mark J Sculpher, 2018. "Reflecting the real value of health care resources in modelling and cost-effectiveness studies—The example of viral load informed differentiated care," PLOS ONE, Public Library of Science, vol. 13(1), pages 1-13, January.
    19. Kim Edmunds & Penny Reeves & Paul Scuffham & Daniel A. Galvão & Robert U. Newton & Mark Jones & Nigel Spry & Dennis R. Taaffe & David Joseph & Suzanne K. Chambers & Haitham Tuffaha, 2020. "Cost-Effectiveness Analysis of Supervised Exercise Training in Men with Prostate Cancer Previously Treated with Radiation Therapy and Androgen-Deprivation Therapy," Applied Health Economics and Health Policy, Springer, vol. 18(5), pages 727-737, October.
    20. Omar B. Da'ar & Abdi A. Gele, 2023. "Tuberculosis in a weak health system, conflict and fragile zone: The monetary value of human lives lost associated with deaths of persons older than 14 years in Somalia," International Journal of Health Planning and Management, Wiley Blackwell, vol. 38(1), pages 53-68, January.

    More about this item

    Keywords

    machine learning classifiers; dengue fever; cost-effectiveness;
    All these keywords.

    JEL classification:

    • I10 - Health, Education, and Welfare - - Health - - - General
    • I18 - Health, Education, and Welfare - - Health - - - Government Policy; Regulation; Public Health
    • I19 - Health, Education, and Welfare - - Health - - - Other

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:ovi:oviste:v:xxiii:y:2023:i:1:p:229-238. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Gheorghiu Gabriela (email available below). General contact details of provider: https://edirc.repec.org/data/feoviro.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.