IDEAS home Printed from https://ideas.repec.org/a/wsi/ijitdm/v18y2019i06ns0219622019500408.html
   My bibliography  Save this article

Integration of Multiple Regression Model in an Epidemiological Decision Support System

Author

Listed:
  • Fatima-Zohra Younsi

    (LIO Laboratory, University of Oran 1, Ahmed Ben Bella, BP 1524, El-M’Naouer 31000, Oran, Algeria)

  • Ahmed Bounnekar

    (#x2020;Polytechnic School, University of Claude Bernard Lyon 1, Lyon 69622, France)

  • Djamila Hamdadou

    (LIO Laboratory, University of Oran 1, Ahmed Ben Bella, BP 1524, El-M’Naouer 31000, Oran, Algeria)

  • Omar Boussaid

    (#x2021;ERIC Laboratory, University of Lumière Lyon 2, 5 Avenue Pierre Mendès-France, 9676 Bron Cedex, France)

Abstract

Prevention and control of influenza epidemics are major challenges for public health care services. Early identification of flu outbreak is an important step towards implementing effective disease interventions for reducing mortality and morbidity in human populations. Indeed, health officials need a real geo-making tool for monitoring and prediction. The aim of the current study is to discuss a novel spatiotemporal tool for monitoring and predicting the phenomenon of the seasonal influenza epidemic spread in the human population using multiple regression analysis. The suggested tool is mainly based on three sub-systems. It allows generating simulation data by the use of a simulation system, integrating data sources in a data warehouse (DW) system and performing a specific online analysis Spatial On-Line Analytical Processing (SOLAP). Our proposal enables also to illustrate evolution of disease through visualizations in time and space. It can examine social network effects to better understand the topological structure of social contact and the impact of its properties. A regression analysis is performed on the influenza epidemic to examine the main factors influencing flu incidence number and therefore to predict and track influenza epidemic.

Suggested Citation

  • Fatima-Zohra Younsi & Ahmed Bounnekar & Djamila Hamdadou & Omar Boussaid, 2019. "Integration of Multiple Regression Model in an Epidemiological Decision Support System," International Journal of Information Technology & Decision Making (IJITDM), World Scientific Publishing Co. Pte. Ltd., vol. 18(06), pages 1755-1783, November.
  • Handle: RePEc:wsi:ijitdm:v:18:y:2019:i:06:n:s0219622019500408
    DOI: 10.1142/S0219622019500408
    as

    Download full text from publisher

    File URL: http://www.worldscientific.com/doi/abs/10.1142/S0219622019500408
    Download Restriction: Access to full text is restricted to subscribers

    File URL: https://libkey.io/10.1142/S0219622019500408?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Gang Kou & Yanqun Lu & Yi Peng & Yong Shi, 2012. "Evaluation Of Classification Algorithms Using Mcdm And Rank Correlation," International Journal of Information Technology & Decision Making (IJITDM), World Scientific Publishing Co. Pte. Ltd., vol. 11(01), pages 197-225.
    2. Zhang, Huanhuan & Kou, Gang & Peng, Yi, 2019. "Soft consensus cost models for group decision making and economic interpretations," European Journal of Operational Research, Elsevier, vol. 277(3), pages 964-980.
    3. Derya Ozturk & Fatmagul Batuk, 2011. "IMPLEMENTATION OF GIS-BASED MULTICRITERIA DECISION ANALYSIS WITH VB IN ArcGIS," International Journal of Information Technology & Decision Making (IJITDM), World Scientific Publishing Co. Pte. Ltd., vol. 10(06), pages 1023-1042.
    4. Fuentes, M.A. & Kuperman, M.N., 1999. "Cellular automata and epidemiological models with spatial dependence," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 267(3), pages 471-486.
    5. Wen, Luosheng & Yang, Xiaofan, 2008. "Global stability of a delayed SIRS model with temporary immunity," Chaos, Solitons & Fractals, Elsevier, vol. 38(1), pages 221-226.
    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. Ying Li & Yung-Ho Chiu & Tai-Yu Lin & Tzu-Han Chang, 2020. "Pre-Evaluating the Technical Efficiency Gains from Potential Mergers and Acquisitions in the IC Design Industry," International Journal of Information Technology & Decision Making (IJITDM), World Scientific Publishing Co. Pte. Ltd., vol. 19(02), pages 525-559, April.
    2. Simplice A. Asongu & Joseph Nnanna, 2020. "Governance and the Capital Flight Trap in Africa," Working Papers of the African Governance and Development Institute. 20/024, African Governance and Development Institute..
    3. Zia Ur Rehman & Noor Muhammad & Bilal Sarwar & Muhammad Asif Raz, 2019. "Impact of risk management strategies on the credit risk faced by commercial banks of Balochistan," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 5(1), pages 1-13, December.
    4. Simplice A. Asongu & Nicholas M. Odhiambo, 2022. "Remittances and value added across economic sub-sectors in Sub-Saharan Africa," Quality & Quantity: International Journal of Methodology, Springer, vol. 56(1), pages 23-41, February.
    5. Asongu, Simplice A. & Nnanna, Joseph & Acha-Anyi, Paul N., 2020. "Inequality and gender economic inclusion: The moderating role of financial access in Sub-Saharan Africa," Economic Analysis and Policy, Elsevier, vol. 65(C), pages 173-185.
    6. Simplice A. Asongu & Thales P. Yapatake Kossele & Joseph Nnanna, 2021. "Not all that glitters is gold: political stability and trade in Sub-Saharan Africa," Research Africa Network Working Papers 21/005, Research Africa Network (RAN).
    7. Simplice A. Asongu & Joseph Nnanna & Paul N. Acha-Anyi, 2020. "Inclusive Education for Inclusive Economic Participation: the Financial Access Channel," Research Africa Network Working Papers 20/019, Research Africa Network (RAN).
    8. Simplice A. Asongu, 2021. "The Effects of Mobile Phone Technology, Knowledge Creation and Diffusion on Inclusive Human Development in Sub-Saharan Africa," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 12(3), pages 1367-1398, September.
    9. Simplice A. Asongu & Nicholas M. Odhiambo, 2019. "Enhancing Governance for Environmental Sustainability in Sub-Saharan Africa," Working Papers of the African Governance and Development Institute. 19/090, African Governance and Development Institute..
    10. Simplice A. Asongu & Nicholas M. Odhiambo, 2019. "Enhancing ICT for insurance in Africa," Review of Development Finance Journal, Chartered Institute of Development Finance, vol. 9(2), pages 16-27.
    11. Burcu Yılmaz Kaya & Aylin Adem & Metin Dağdeviren, 2020. "A DSS-Based Novel Approach Proposition Employing Decision Techniques for System Design," International Journal of Information Technology & Decision Making (IJITDM), World Scientific Publishing Co. Pte. Ltd., vol. 19(02), pages 413-445, March.
    12. Akshay Hinduja & Manju Pandey, 2019. "An Integrated Intuitionistic Fuzzy MCDM Approach to Select Cloud-Based ERP System for SMEs," International Journal of Information Technology & Decision Making (IJITDM), World Scientific Publishing Co. Pte. Ltd., vol. 18(06), pages 1875-1908, November.
    13. Simplice A. Asongu & Joseph Nnanna & Vanessa S. Tchamyou, 2020. "The comparative African regional economics of globalization in financial allocation efficiency: the pre-crisis era revisited," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 6(1), pages 1-41, December.
    14. Emre Çalişkan & Erdem Aksakal & Saliha Çetinyokuş & Tahsin Çetinyokuş, 2019. "Hybrid Use of Likert Scale-Based AHP and PROMETHEE Methods for Hazard Analysis and Consequence Modeling (HACM) Software Selection," International Journal of Information Technology & Decision Making (IJITDM), World Scientific Publishing Co. Pte. Ltd., vol. 18(05), pages 1689-1715, September.
    15. Masoud Rahiminezhad Galankashi & Farimah Mokhatab Rafiei & Maryam Ghezelbash, 2020. "Portfolio selection: a fuzzy-ANP approach," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 6(1), pages 1-34, December.
    16. Simplice Asongu & Joseph Nnanna, 2020. "Inclusive human development in sub-Saharan Africa," Journal of Enterprising Communities: People and Places in the Global Economy, Emerald Group Publishing Limited, vol. 14(2), pages 183-200, May.
    17. Fabio De Felice & Laura Petrillo & Luigi Ranieri & Antonella Petrillo, 2019. "Previous Studies and Differences Between Lean Management and World Class Manufacturing," International Journal of Information Technology & Decision Making (IJITDM), World Scientific Publishing Co. Pte. Ltd., vol. 18(06), pages 1941-1966, November.
    18. Murat İnce & Tuncay Yiğit & Ali Hakan Işik, 2020. "A Novel Hybrid Fuzzy AHP-GA Method for Test Sheet Question Selection," International Journal of Information Technology & Decision Making (IJITDM), World Scientific Publishing Co. Pte. Ltd., vol. 19(02), pages 629-647, April.
    19. Simplice A. Asongu & Joseph I. Uduji & Elda N. Okolo-Obasi, 2020. "Fighting African capital flight: trajectories, dynamics, and tendencies," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 6(1), pages 1-21, December.
    20. Ao Yu & Zhuoqiang Jia & Weike Zhang & Ke Deng & Francisco Herrera, 2020. "A Dynamic Credit Index System for TSMEs in China Using the Delphi and Analytic Hierarchy Process (AHP) Methods," Sustainability, MDPI, vol. 12(5), pages 1-21, February.

    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:wsi:ijitdm:v:18:y:2019:i:06:n:s0219622019500408. 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: Tai Tone Lim (email available below). General contact details of provider: http://www.worldscinet.com/ijitdm/ijitdm.shtml .

    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.