IDEAS home Printed from https://ideas.repec.org/a/gam/jmathe/v7y2019i2p140-d202816.html
   My bibliography  Save this article

An Interval Type-2 Fuzzy Similarity-Based MABAC Approach for Patient-Centered Care

Author

Listed:
  • Junhua Hu

    (School of Business, Central South University, Changsha 410083, China)

  • Panpan Chen

    (School of Business, Central South University, Changsha 410083, China)

  • Yan Yang

    (School of Business, Central South University, Changsha 410083, China)

Abstract

Patient-centered care is an essential part of the implementation of integrated medicine, integrating humanistic care into nursing services, enhancing communication between caregivers and patients, and providing personalized service to patients. Based on the similarity of interval type-2 fuzzy numbers (IT2FNs), a novel similarity-based methodology is presented for the selection of the most suitable medical treatment under a patient-centered environment. First, we propose a new similarity based on the geometric properties of interval type-2 fuzzy numbers and present a new property based on the center of gravity. Meanwhile, in order to better highlight the advantages of the proposed similarity, we selected 30 samples for comparative experiments. Second, considering the straightforward logic of the multi-attributive border approximation area comparison (MABAC) method, we extended it based on similarity to make the decision more accurate. Finally, a realistic patient-centered type-2 diabetes treatment selection problem is presented to verify the practicality and effectiveness of the proposed algorithm. A comparative analysis with existing methods is also described.

Suggested Citation

  • Junhua Hu & Panpan Chen & Yan Yang, 2019. "An Interval Type-2 Fuzzy Similarity-Based MABAC Approach for Patient-Centered Care," Mathematics, MDPI, vol. 7(2), pages 1-25, February.
  • Handle: RePEc:gam:jmathe:v:7:y:2019:i:2:p:140-:d:202816
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2227-7390/7/2/140/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2227-7390/7/2/140/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Neha Singh & Kirti Tyagi, 2017. "Ranking of services for reliability estimation of SOA system using fuzzy multicriteria analysis with similarity-based approach," International Journal of System Assurance Engineering and Management, Springer;The Society for Reliability, Engineering Quality and Operations Management (SREQOM),India, and Division of Operation and Maintenance, Lulea University of Technology, Sweden, vol. 8(1), pages 317-326, January.
    2. Lee, Yin-Yang & Lin, Julia L., 2010. "Do patient autonomy preferences matter? Linking patient-centered care to patient-physician relationships and health outcomes," Social Science & Medicine, Elsevier, vol. 71(10), pages 1811-1818, November.
    3. Chen, Ting-Yu & Chang, Chien-Hung & Rachel Lu, Jui-fen, 2013. "The extended QUALIFLEX method for multiple criteria decision analysis based on interval type-2 fuzzy sets and applications to medical decision making," European Journal of Operational Research, Elsevier, vol. 226(3), pages 615-625.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Yulia Shichkina & Mikhail Petrov & Fatkieva Roza, 2022. "Determination of Significant Parameters on the Basis of Methods of Mathematical Statistics, and Boolean and Fuzzy Logic," Mathematics, MDPI, vol. 10(7), pages 1-13, April.
    2. Shu-Rong Yan & Khalid A. Alattas & Mohsen Bakouri & Abdullah K. Alanazi & Ardashir Mohammadzadeh & Saleh Mobayen & Anton Zhilenkov & Wei Guo, 2022. "Generalized Type-2 Fuzzy Control for Type-I Diabetes: Analytical Robust System," Mathematics, MDPI, vol. 10(5), pages 1-20, February.
    3. Darko Božanić & Dragan Pamucar & Ibrahim Badi & Duško Tešić, 2023. "A decision support tool for oil spill response strategy selection: application of LBWA and Z MABAC methods," OPSEARCH, Springer;Operational Research Society of India, vol. 60(1), pages 24-58, March.

    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. Alison Pilnick, 2013. "Sociology without Frontiers? On the Pleasures and Perils of Interdisciplinary Research," Sociological Research Online, , vol. 18(3), pages 97-104, August.
    2. Pilnick, Alison & Dingwall, Robert, 2011. "On the remarkable persistence of asymmetry in doctor/patient interaction: A critical review," Social Science & Medicine, Elsevier, vol. 72(8), pages 1374-1382, April.
    3. Chao Tian & Wen Yu Zhang & Shuai Zhang & Juan Juan Peng, 2019. "An Extended Single-Valued Neutrosophic Projection-Based Qualitative Flexible Multi-Criteria Decision-Making Method," Mathematics, MDPI, vol. 7(1), pages 1-16, January.
    4. Yan Pan & Yanzhe Li & Shouzhen Zeng & Junfang Hu & Kifayat Ullah, 2022. "Green Recycling Supplier Selection of Shared Bicycles: Interval-Valued Pythagorean Fuzzy Hybrid Weighted Methods Based on Self-Confidence Level," IJERPH, MDPI, vol. 19(9), pages 1-21, April.
    5. Amin Mahmoudi & Saad Ahmed Javed & Abbas Mardani, 2022. "Gresilient supplier selection through Fuzzy Ordinal Priority Approach: decision-making in post-COVID era," Operations Management Research, Springer, vol. 15(1), pages 208-232, June.
    6. Le Hoang Son, 2017. "Measuring analogousness in picture fuzzy sets: from picture distance measures to picture association measures," Fuzzy Optimization and Decision Making, Springer, vol. 16(3), pages 359-378, September.
    7. Chen, Yen-Yuan & Tsai, Shih-Li & Yang, Chih-Wei & Ni, Yen-Hsuan & Chang, Shan-Chwen, 2013. "The ongoing westernization of East Asian biomedical ethics in Taiwan," Social Science & Medicine, Elsevier, vol. 78(C), pages 125-129.
    8. Liu, Bingsheng & Shen, Yinghua & Zhang, Wei & Chen, Xiaohong & Wang, Xueqing, 2015. "An interval-valued intuitionistic fuzzy principal component analysis model-based method for complex multi-attribute large-group decision-making," European Journal of Operational Research, Elsevier, vol. 245(1), pages 209-225.
    9. Lee, Alfred S.Y. & Yung, Patrick Shu-Hang & Mok, Kam-Ming & Hagger, Martin S. & Chan, Derwin K.C., 2020. "Psychological processes of ACL-patients' post-surgery rehabilitation: A prospective test of an integrated theoretical model," Social Science & Medicine, Elsevier, vol. 244(C).
    10. Tritter, Jonathan Q. & Lutfey, Karen & McKinlay, John, 2014. "What are tests for? The implications of stuttering steps along the US patient pathway," Social Science & Medicine, Elsevier, vol. 107(C), pages 37-43.
    11. Shafaei Bajestani, Narges & Vahidian Kamyad, Ali & Nasli Esfahani, Ensieh & Zare, Assef, 2018. "Prediction of retinopathy in diabetic patients using type-2 fuzzy regression model," European Journal of Operational Research, Elsevier, vol. 264(3), pages 859-869.
    12. Yang, Wu-E & Wang, Jian-Qiang, 2013. "Multi-criteria semantic dominance: A linguistic decision aiding technique based on incomplete preference information," European Journal of Operational Research, Elsevier, vol. 231(1), pages 171-181.
    13. Chen, Ting-Yu & Chang, Chien-Hung & Rachel Lu, Jui-fen, 2013. "The extended QUALIFLEX method for multiple criteria decision analysis based on interval type-2 fuzzy sets and applications to medical decision making," European Journal of Operational Research, Elsevier, vol. 226(3), pages 615-625.
    14. Mimica R. Milošević & Dušan M. Milošević & Dragan M. Stević & Ana D. Stanojević, 2019. "Smart City: Modeling Key Indicators in Serbia Using IT2FS," Sustainability, MDPI, vol. 11(13), pages 1-28, June.
    15. Karasan, Ali & Erdogan, Melike & Cinar, Melih, 2022. "Healthcare service quality evaluation: An integrated decision-making methodology and a case study," Socio-Economic Planning Sciences, Elsevier, vol. 82(PA).
    16. Qilong Wan & Xiaoqing Zhao & Haibing Liu & Hasan Dinçer & Serhat Yüksel, 2022. "Assessing the New Product Development Process for the Industrial Decarbonization of Sustainable Economies," SAGE Open, , vol. 12(1), pages 21582440211, January.
    17. Tian, Xiaoli & Zhang, Sai, 2022. "Expert or experiential knowledge? How knowledge informs situated action in childcare practices," Social Science & Medicine, Elsevier, vol. 307(C).
    18. Lifei Zhang & Fanyong Meng, 2018. "An Approach to Interval-Valued Hesitant Fuzzy Multiattribute Group Decision Making Based on the Generalized Shapley-Choquet Integral," Complexity, Hindawi, vol. 2018, pages 1-19, June.
    19. Pu Ji & Hong-yu Zhang & Jian-qiang Wang, 2017. "Fuzzy decision-making framework for treatment selection based on the combined QUALIFLEX–TODIM method," International Journal of Systems Science, Taylor & Francis Journals, vol. 48(14), pages 3072-3086, October.
    20. Deveci, Muhammet & Cali, Umit & Kucuksari, Sadik & Erdogan, Nuh, 2020. "Interval type-2 fuzzy sets based multi-criteria decision-making model for offshore wind farm development in Ireland," Energy, Elsevier, vol. 198(C).

    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:gam:jmathe:v:7:y:2019:i:2:p:140-:d:202816. 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: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    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.