Determination of medical emergency via new intuitionistic fuzzy correlation measures based on Spearman's correlation coefficient

被引:4
|
作者
Ejegwa, Paul Augustine [1 ,2 ]
Kausar, Nasreen [3 ]
Agba, John Abah [4 ]
Ugwuh, Francis [5 ]
Ozbilge, Emre [6 ]
Ozbilge, Ebru [7 ]
机构
[1] Joseph Sarwuan Tarka Univ, Dept Math, Makurdi, Nigeria
[2] Benue State Univ, Dept Math & Comp Sci, Makurdi, Nigeria
[3] Yildiz Tech Univ, Fac Arts & Sci, Dept Math, TR-34220 Istanbul, Turkiye
[4] Univ Calabar, Dept Math, Calabar, Nigeria
[5] Fed Med Ctr, Natl Hlth Insurance Scheme, Makurdi, Nigeria
[6] Cyprus Int Univ, Dept Comp Engn, Nicosia, TR-99258 North Cyprus, Turkiye
[7] Amer Univ Middle East, Coll Business Adm, Egaila 54200, Kuwait
来源
AIMS MATHEMATICS | 2024年 / 9卷 / 06期
关键词
triage; medical emergency; medical diagnosis; intuitionistic fuzzy sets; emergency department; correlation coe ffi cient; decision-making; STATISTICAL VIEWPOINT; CLUSTERING-ALGORITHM; UNCERTAINTY; SETS;
D O I
10.3934/math.2024755
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Uncertainty in medical diagnosis is the main challenge in medical emergencies (MEs) experienced by triage nurses and physicians in the emergency department (ED). The intuitionistic fuzzy correlation coe ffi cient (IFCC) approach is used to analyze and interpret the relationship between variables in an uncertain environment. Assorted methods that involve applying a correlation coe ffi cient under intuitionistic fuzzy sets (IFSs) were constructed based on Pearson's correlation model with various drawbacks. In this work, we construct two new intuitionistic fuzzy correlation measures (IFCMs) based on Spearman's correlation model. It is demonstrated that the Spearman -based IFCMs are appropriate for measuring correlation coe ffi cients without any drawbacks. In addition, we show that the Spearman -based IFCMs overcome all the shortcomings of the associated IFCC methods. Equally, the Spearman -based IFCMs satisfy the maxims of the correlation coe ffi cient that have been delineated in the classical case of correlation coe ffi cient. Due to the challenges that uncertainty in medical diagnosis pose to MEs and the proficiency of the IFCC approach, we discuss the application of the constructed IFCMs in a triage process for an e ff ective medical diagnosis during an ME. The medical data for the triage process are obtained via a knowledge -based approach. Finally, comparative analyses are carried out to ascertain the validity and authenticity of the developed Spearman -based IFCMs relative to other IFCC approaches.
引用
收藏
页码:15639 / 15670
页数:32
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