A novel group decision making model based on neutrosophic sets for heart disease diagnosis

被引:0
|
作者
Mohamed Abdel-Basset
Abduallah Gamal
Gunasekaran Manogaran
Le Hoang Son
Hoang Viet Long
机构
[1] Zagazig University,Department of Operations Research, Faculty of Computers and Informatics
[2] University of California,VNU Information Technology Institute
[3] Davis,Division of Computational Mathematics and Engineering, Institute for Computational Science
[4] Vietnam National University,Faculty of Mathematics and Statistics
[5] Ton Duc Thang University,undefined
[6] Ton Duc Thang University,undefined
来源
Multimedia Tools and Applications | 2020年 / 79卷
关键词
Heart failure; Internet of things (IoT); Neutrosophic multi criteria decision making; Biomedical data analysis;
D O I
暂无
中图分类号
学科分类号
摘要
In a developed society, people have more concerned about their health. Thus, improvement of medical field application has been one of the greatest active study areas. Medical statistics show that heart disease is the main reason for morbidity and death in the world. The physician’s job is difficult because of having too many factors to analyze in the diagnosis of heart disease. Besides, data and information gained by the physician for diagnosis are often partial and immersed. Recently, health care applications with the Internet of Things (IoT) have offered different dimensions and other online services. These applications have provided a new platform for millions of people to receive benefits from the regular health tips to live a healthy life. In this paper, we propose a novel framework based on computer supported diagnosis and IoT to detect and monitor heart failure infected patients, where the data are attained from various other sources. The proposed healthcare system aims at obtaining better precision of diagnosis with ambiguous information. We suggest neutrosophic multi criteria decision making (NMCDM) technique to aid patient and physician to know if patient is suffering from heart failure. Furthermore, through dealing with the uncertainty of imprecision and vagueness resulted from the symmetrical priority scales of different symptoms of disease, users know what extent the disease is dangerous in their body. The proposed model is validated by numerical examples on real case studies. The experimental results indicate that the proposed system provides a viable solution that can work at wide range, a new platform to millions of people getting benefit over the decreasing of mortality and cost of clinical treatment related to heart failure.
引用
收藏
页码:9977 / 10002
页数:25
相关论文
共 50 条
  • [21] Bipolar neutrosophic soft sets and applications in decision making
    Ali, Mumtaz
    Le Hoang Son
    Deli, Irfan
    Nguyen Dang Tien
    JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2017, 33 (06) : 4077 - 4087
  • [22] Algorithm for Neutrosophic Soft Sets in Stochastic Multi-Criteria Group Decision Making Based on Prospect Theory
    Dong, Yuanxiang
    Hou, Chenjing
    Pan, Yuchen
    Gong, Ke
    SYMMETRY-BASEL, 2019, 11 (09):
  • [23] An Extended MULTIMOORA Based on Trapezoidal Fuzzy Neutrosophic Sets and Objective Weighting Method in Group Decision-Making
    Irvanizam, Irvanizam
    Zulfan, Zulfan
    Nasir, Puti F.
    Marzuki, Marzuki
    Rusdiana, Siti
    Salwa, Nany
    IEEE Access, 2022, 10 : 47476 - 47498
  • [24] ivnpiv-Neutrosophic soft sets and their decision making based on similarity measure
    Deli, Irfan
    Eraslan, Selim
    Cagman, Naim
    NEURAL COMPUTING & APPLICATIONS, 2018, 29 (01): : 187 - 203
  • [25] ivnpiv-Neutrosophic soft sets and their decision making based on similarity measure
    Irfan Deli
    Selim Eraslan
    Naim Çağman
    Neural Computing and Applications, 2018, 29 : 187 - 203
  • [26] A Novel TOPSIS Method for Multiple Attribute Decision Making Based on Single Single-Valued Neutrosophic Sets
    Liu, Debin
    Xu, Dongsheng
    IAENG International Journal of Applied Mathematics, 2023, 53 (01):
  • [27] PROBABILITY MULTIVALUED LINGUISTIC NEUTROSOPHIC SETS FOR MULTI-CRITERIA GROUP DECISION-MAKING
    Wang, Nunu
    Zhang, Hongyu
    INTERNATIONAL JOURNAL FOR UNCERTAINTY QUANTIFICATION, 2017, 7 (03) : 207 - 228
  • [28] Simplified neutrosophic sets and their applications in multi-criteria group decision-making problems
    Peng, Juan-juan
    Wang, Jian-qiang
    Wang, Jing
    Zhang, Hong-yu
    Chen, Xiao-hong
    INTERNATIONAL JOURNAL OF SYSTEMS SCIENCE, 2016, 47 (10) : 2342 - 2358
  • [29] A Novel Linguistic Group Decision-Making Model Based on Extended Hesitant Fuzzy Linguistic Term Sets
    Wei, Cuiping
    Zhao, Na
    Tang, Xijin
    INTERNATIONAL JOURNAL OF UNCERTAINTY FUZZINESS AND KNOWLEDGE-BASED SYSTEMS, 2015, 23 (03) : 379 - 398
  • [30] Multi-Polar Neutrosophic Soft Sets with Application in Medical Diagnosis and Decision-Making
    Saeed, Muhammad
    Saqlain, Muhammad
    Mehmood, Asad
    Naseer, Khushbakht
    Yaqoob, Sonia
    NEUTROSOPHIC SETS AND SYSTEMS, 2020, 33 : 183 - 207