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Evaluation of the treatment options for COVID-19 patients using generalized hesitant fuzzy- multi criteria decision making techniques
Affiliation:1. Institute of Business Management & Research, Kolkata, WB, India;2. Department of Economics University Mercatorum of Rome, Italy;3. Department of Mathematics, Jadavpur University, Kolkata, West Bengal, India;4. Department of Mathematics, Prasanta Chandra MahalanobisMahavidyalaya, Kolkata, West Bengal, India;5. Department of Applied Science, MaulanaAbulKalam Azad University of Technology, Haringhata, West Bengal, India;6. ICMR-National Institute of Cholera and Enteric Diseases, Beleghata, Kolkata, West Bengal, India
Abstract:The breakout of the pandemic COVID-19 has affected numerous countries and territories worldwide. As COVID-19 specific medicines yet to be invented, at present the treatment is case specific, hence identification and evaluation of different prevalent treatment options based on various criteria and attributes are very important not only from the point of view of present pandemic but also for futuristic pandemic preparedness. The present study focuses on identifying, evaluation and ranking of treatment options using Multi Criteria Decision Making (MCDM). In this regard, the existing literature, doctors and scientist were interviewed to know the current treatment options in vogue and the scale of their importance with respect to the criteria. The criteria taken are side effect, regime cost, treatment duration, plasma stability, plasma turnover, time of suppression, ease of application, drug-drug interaction, compliance, fever, pneumonia, intensive care, organ failure, macrophage activation syndrome, hemophagocytic syndrome, pregnancy, kidney problem, age. This study extended Hesitant Fuzzy Set (HFS) to Generalized Hesitant Fuzzy Sets (GHFS). Generalized Hesitant Pentagonal Fuzzy Number (GHPFN) is developed. The properties of GHPFN are demonstrated. Two types of GHPFN has been described. The GHPFN (2nd type) along with MCDM tool Technique for Order Preference by Similarity to Ideal Solution (TOPSIS) has been applied to rank the treatment options. The result of the study ranked ‘Hydroxychloroquine’ as the first alternative followed by, ‘Plasma Exchange’, ‘Tocilizumab’, ‘Remdesivir’ and ‘Favipravir’. To check the robustness and steadiness of the proposed methodology, comparative analysis and sensitivity analysis has been conducted.
Keywords:COVID-19  MCDM  HFS  GHFS  GHPFN  GHPFN (2nd type)  TOPSIS
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