A hybrid approach based on ELECTRE III-genetic algorithm and TOPSIS method for selection of optimal COVID-19 vaccines

被引:16
作者
Forestal, Roberto Louis [1 ]
Pi, Shih-Ming [1 ]
机构
[1] Chung Yuan Christian Univ, Dept Informat Management, Taoyuan, Taiwan
关键词
COVID-19; vaccine; ELECTRE III; genetic algorithm; MCDM; TOPSIS; DECISION-MAKING; VACCINATION; MODEL;
D O I
10.1002/mcda.1772
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
COVID-19 pandemic poses unprecedented challenges to the world health system, prompting academics and health professionals to develop appropriate solutions. Researchers reported different COVID-19 vaccines introduced by institutions and companies around the globe, which are at different stages of development. However, research developing an integrated framework for selecting and ranking the optimal potential vaccine against COVID-19 is minimal. This paper aimed to fill this gap by using a hybrid methodology based on ELimination Et Choice Translating REality III (ELECTRE III)-Genetic Algorithm (GA) and Technique of Order Preference Similarity to the Ideal Solution (TOPSIS) approach to select the optimal SARS-CoV-2 vaccine. ELECTRE III method yields a fathomable analysis of the concordance index, while GA is known for its ability to disaggregate decision-making preferences from holistic decisions. TOPSIS is preferred for picking an ideal and an anti-ideal solution. Thus, combining ELECTRE III-GA and TOPSIS is considered the best model to assess vaccines against the pandemic. The results confirm that the best vaccines rely on a high level of safety, efficacy, and availability. Our developed evaluation framework can help healthcare professionals and researchers gain research information and make critical decisions regarding potential vaccines against the disease.
引用
收藏
页码:80 / 91
页数:12
相关论文
共 45 条
  • [1] A Novel Vaccine Selection Decision-Making Model (VSDMM) for COVID-19
    Abdelwahab, Sayed F.
    Issa, Usama H.
    Ashour, Hossam M.
    [J]. VACCINES, 2021, 9 (07)
  • [2] Leveraging on the genomics and immunopathology of SARS-CoV-2 for vaccines development: prospects and challenges
    Abdullahi, Idris Nasir
    Emeribe, Anthony Uchenna
    Adekola, Hafeez Aderinsayo
    Abubakar, Sharafudeen Dahiru
    Dangana, Amos
    Shuwa, Halima Ali
    Nwoba, Sunday Theophilus
    Mustapha, Jelili Olaide
    Haruna, Muyideen Titilope
    Olowookere, Kafayat Adepeju
    Animasaun, Olawale Sunday
    Ugwu, Charles Egede
    Onoja, Solomon Oloche
    Gadama, Abdullahi Sani
    Mohammed, Musa
    Daneji, Isa Muhammad
    Amadu, Dele Ohinoyi
    Ghamba, Peter Elisha
    Onukegbe, Nkechi Blessing
    Shehu, Muhammad Sagir
    Isomah, Chiladi
    Babayo, Adamu
    Ahmad, Abdurrahman El-Fulaty
    [J]. HUMAN VACCINES & IMMUNOTHERAPEUTICS, 2021, 17 (03) : 620 - 637
  • [3] A non dominated ranking Multi Objective Genetic Algorithm and electre method for unequal area facility layout problems
    Aiello, Giuseppe
    La Scalia, Giada
    Enea, Mario
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2013, 40 (12) : 4812 - 4819
  • [4] Influenza vaccination and the evolution of evidence-based recommendations for older adults: A Canadian perspective
    Andrew, Melissa K.
    McNeil, Shelly A.
    [J]. VACCINE, 2021, 39 : A36 - A41
  • [5] The Need for Novel Approaches in Assessing the Value of COVID-19 Vaccines
    Angelis, Aris
    Baltussen, Rob
    Tervonen, Tommi
    [J]. AMERICAN JOURNAL OF PUBLIC HEALTH, 2021, 111 (02) : 205 - 208
  • [6] Vaccine Efficacy Needed for a COVID-19 Coronavirus Vaccine to Prevent or Stop an Epidemic as the Sole Intervention
    Bartsch, Sarah M.
    O'Shea, Kelly J.
    Ferguson, Marie C.
    Bottazzi, Maria Elena
    Wedlock, Patrick T.
    Strych, Ulrich
    McKinnell, James A.
    Siegmund, Sheryl S.
    Cox, Sarah N.
    Hotez, Peter J.
    Lee, Bruce Y.
    [J]. AMERICAN JOURNAL OF PREVENTIVE MEDICINE, 2020, 59 (04) : 493 - 503
  • [7] Pain Treatment Evaluation in COVID-19 Patients with Hesitant Fuzzy Linguistic Multicriteria Decision-Making
    Batur Sir, G. Didem
    Sir, Ender
    [J]. JOURNAL OF HEALTHCARE ENGINEERING, 2021, 2021
  • [8] Challenges and prospects of COVID-19 vaccine development based on the progress made in SARS and MERS vaccine development
    Begum, Jubeda
    Mir, Nasir Akbar
    Dev, Kapil
    Buyamayum, Bidyarani
    Wani, Mohd Yaqoob
    Raza, Meesam
    [J]. TRANSBOUNDARY AND EMERGING DISEASES, 2021, 68 (03) : 1111 - 1124
  • [9] Carrillo P.A., 2017, 2017 4 INT C SYST IN
  • [10] Effects of the entropy weight on TOPSIS
    Chen, Pengyu
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2021, 168