IDEAS home Printed from https://ideas.repec.org/a/hin/complx/1608147.html
   My bibliography  Save this article

Recent Fuzzy Generalisations of Rough Sets Theory: A Systematic Review and Methodological Critique of the Literature

Author

Listed:
  • Abbas Mardani
  • Mehrbakhsh Nilashi
  • Jurgita Antucheviciene
  • Madjid Tavana
  • Romualdas Bausys
  • Othman Ibrahim

Abstract

Rough set theory has been used extensively in fields of complexity, cognitive sciences, and artificial intelligence, especially in numerous fields such as expert systems, knowledge discovery, information system, inductive reasoning, intelligent systems, data mining, pattern recognition, decision-making, and machine learning. Rough sets models, which have been recently proposed, are developed applying the different fuzzy generalisations. Currently, there is not a systematic literature review and classification of these new generalisations about rough set models. Therefore, in this review study, the attempt is made to provide a comprehensive systematic review of methodologies and applications of recent generalisations discussed in the area of fuzzy-rough set theory. On this subject, the Web of Science database has been chosen to select the relevant papers. Accordingly, the systematic and meta-analysis approach, which is called “PRISMA,” has been proposed and the selected articles were classified based on the author and year of publication, author nationalities, application field, type of study, study category, study contribution, and journal in which the articles have appeared. Based on the results of this review, we found that there are many challenging issues related to the different application area of fuzzy-rough set theory which can motivate future research studies.

Suggested Citation

  • Abbas Mardani & Mehrbakhsh Nilashi & Jurgita Antucheviciene & Madjid Tavana & Romualdas Bausys & Othman Ibrahim, 2017. "Recent Fuzzy Generalisations of Rough Sets Theory: A Systematic Review and Methodological Critique of the Literature," Complexity, Hindawi, vol. 2017, pages 1-33, October.
    • Handle: RePEc:hin:complx:1608147
    DOI: 10.1155/2017/1608147
    as

    Download full text from publisher

    File URL: http://downloads.hindawi.com/journals/8503/2017/1608147.pdf
    Download Restriction: no
    File URL: http://downloads.hindawi.com/journals/8503/2017/1608147.xml
    Download Restriction: no
    File URL: https://libkey.io/10.1155/2017/1608147?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. B Sun & W Ma & Q Liu, 2013. "An approach to decision making based on intuitionistic fuzzy rough sets over two universes," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 64(7), pages 1079-1089, July.
    2. Kelly Rae Chi, 2010. "A systems approach," Nature, Nature, vol. 464(7291), pages 1090-1091, April.
    3. David Moher & Alessandro Liberati & Jennifer Tetzlaff & Douglas G Altman & The PRISMA Group, 2009. "Preferred Reporting Items for Systematic Reviews and Meta-Analyses: The PRISMA Statement," PLOS Medicine, Public Library of Science, vol. 6(7), pages 1-6, July.
    4. Pramanik, Sutapa & Jana, Dipak Kumar & Maiti, Manoranjan, 2016. "Bi-criteria solid transportation problem with substitutable and damageable items in disaster response operations on fuzzy rough environment," Socio-Economic Planning Sciences, Elsevier, vol. 55(C), pages 1-13.
    5. Greco, Salvatore & Matarazzo, Benedetto & Slowinski, Roman, 1999. "Rough approximation of a preference relation by dominance relations," European Journal of Operational Research, Elsevier, vol. 117(1), pages 63-83, August.
    6. Wen-Sheng Du & Bao-Qing Hu & Yan Zhao, 2012. "On (⊥,⊺)-generalized fuzzy rough sets," Fuzzy Information and Engineering, Springer, vol. 4(3), pages 249-259, September.
    7. Bai, Chunguang & Dhavale, Dileep & Sarkis, Joseph, 2016. "Complex investment decisions using rough set and fuzzy c-means: An example of investment in green supply chains," European Journal of Operational Research, Elsevier, vol. 248(2), pages 507-521.
    8. Sanchis, A. & Segovia, M.J. & Gil, J.A. & Heras, A. & Vilar, J.L., 2007. "Rough Sets and the role of the monetary policy in financial stability (macroeconomic problem) and the prediction of insolvency in insurance sector (microeconomic problem)," European Journal of Operational Research, Elsevier, vol. 181(3), pages 1554-1573, September.
    9. Li, Renpu & Wang, Zheng-ou, 2004. "Mining classification rules using rough sets and neural networks," European Journal of Operational Research, Elsevier, vol. 157(2), pages 439-448, September.
    10. Xue, Zhenxia & Shang, Youlin & Feng, Aifen, 2010. "Semi-supervised outlier detection based on fuzzy rough C-means clustering," Mathematics and Computers in Simulation (MATCOM), Elsevier, vol. 80(9), pages 1911-1921.
    11. Tay, Francis E. H. & Shen, Lixiang, 2002. "Economic and financial prediction using rough sets model," European Journal of Operational Research, Elsevier, vol. 141(3), pages 641-659, September.
    12. Dembczynski, Krzysztof & Greco, Salvatore & Slowinski, Roman, 2009. "Rough set approach to multiple criteria classification with imprecise evaluations and assignments," European Journal of Operational Research, Elsevier, vol. 198(2), pages 626-636, October.
    13. Xie, Feng & Lin, Yi & Ren, Wenwei, 2011. "Optimizing model for land use/land cover retrieval from remote sensing imagery based on variable precision rough sets," Ecological Modelling, Elsevier, vol. 222(2), pages 232-240.
    14. Nagesh Shukla & Senevi Kiridena, 2016. "A fuzzy rough sets-based multi-agent analytics framework for dynamic supply chain configuration," International Journal of Production Research, Taylor & Francis Journals, vol. 54(23), pages 6984-6996, December.
    15. Alessandro Liberati & Douglas G Altman & Jennifer Tetzlaff & Cynthia Mulrow & Peter C Gøtzsche & John P A Ioannidis & Mike Clarke & P J Devereaux & Jos Kleijnen & David Moher, 2009. "The PRISMA Statement for Reporting Systematic Reviews and Meta-Analyses of Studies That Evaluate Health Care Interventions: Explanation and Elaboration," PLOS Medicine, Public Library of Science, vol. 6(7), pages 1-28, July.
    16. Du, Wen Sheng & Hu, Bao Qing, 2017. "Dominance-based rough fuzzy set approach and its application to rule induction," European Journal of Operational Research, Elsevier, vol. 261(2), pages 690-703.
    17. Chakhar, Salem & Ishizaka, Alessio & Labib, Ashraf & Saad, Inès, 2016. "Dominance-based rough set approach for group decisions," European Journal of Operational Research, Elsevier, vol. 251(1), pages 206-224.
    18. Blaszczynski, Jerzy & Greco, Salvatore & Slowinski, Roman, 2007. "Multi-criteria classification - A new scheme for application of dominance-based decision rules," European Journal of Operational Research, Elsevier, vol. 181(3), pages 1030-1044, September.
    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. Yakubu, Hanan & Kwong, C.K., 2021. "Forecasting the importance of product attributes using online customer reviews and Google Trends," Technological Forecasting and Social Change, Elsevier, vol. 171(C).
    2. Ravil I. Mukhamediev & Yelena Popova & Yan Kuchin & Elena Zaitseva & Almas Kalimoldayev & Adilkhan Symagulov & Vitaly Levashenko & Farida Abdoldina & Viktors Gopejenko & Kirill Yakunin & Elena Muhamed, 2022. "Review of Artificial Intelligence and Machine Learning Technologies: Classification, Restrictions, Opportunities and Challenges," Mathematics, MDPI, vol. 10(15), pages 1-25, July.
    3. Yuxuan Gao & Yueping Du & Haiming Liang & Bingzhen Sun, 2018. "Large Group Decision-Making Approach Based on Stochastic MULTIMOORA: An Application of Doctor Evaluation in Healthcare Service," Complexity, Hindawi, vol. 2018, pages 1-13, November.

    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. Azam, Nouman & Zhang, Yan & Yao, JingTao, 2017. "Evaluation functions and decision conditions of three-way decisions with game-theoretic rough sets," European Journal of Operational Research, Elsevier, vol. 261(2), pages 704-714.
    2. Du, Wen Sheng & Hu, Bao Qing, 2017. "Dominance-based rough fuzzy set approach and its application to rule induction," European Journal of Operational Research, Elsevier, vol. 261(2), pages 690-703.
    3. Du, Wen Sheng & Hu, Bao Qing, 2018. "A fast heuristic attribute reduction approach to ordered decision systems," European Journal of Operational Research, Elsevier, vol. 264(2), pages 440-452.
    4. Wang, Hailiang & Zhou, Mingtian & She, Kun, 2015. "Induction of ordinal classification rules from decision tables with unknown monotonicity," European Journal of Operational Research, Elsevier, vol. 242(1), pages 172-181.
    5. Elizabeth T Cafiero-Fonseca & Andrew Stawasz & Sydney T Johnson & Reiko Sato & David E Bloom, 2017. "The full benefits of adult pneumococcal vaccination: A systematic review," PLOS ONE, Public Library of Science, vol. 12(10), pages 1-23, October.
    6. Su Keng Tan & Wai Keung Leung & Alexander Tin Hong Tang & Roger A Zwahlen, 2017. "Effects of mandibular setback with or without maxillary advancement osteotomies on pharyngeal airways: An overview of systematic reviews," PLOS ONE, Public Library of Science, vol. 12(10), pages 1-20, October.
    7. Alessandro Concari & Gerjo Kok & Pim Martens, 2020. "A Systematic Literature Review of Concepts and Factors Related to Pro-Environmental Consumer Behaviour in Relation to Waste Management Through an Interdisciplinary Approach," Sustainability, MDPI, vol. 12(11), pages 1-50, May.
    8. Lejeune, Miguel & Lozin, Vadim & Lozina, Irina & Ragab, Ahmed & Yacout, Soumaya, 2019. "Recent advances in the theory and practice of Logical Analysis of Data," European Journal of Operational Research, Elsevier, vol. 275(1), pages 1-15.
    9. Jacob Elnaggar & Fern Tsien & Lucio Miele & Chindo Hicks & Clayton Yates & Melisa Davis, 2019. "An Integrative Genomics Approach for Associating Genetic Susceptibility with the Tumor Immune Microenvironment in Triple Negative Breast Cancer," Biomedical Journal of Scientific & Technical Research, Biomedical Research Network+, LLC, vol. 15(1), pages 1-12, February.
    10. Chakhar, Salem & Ishizaka, Alessio & Thorpe, Andy & Cox, Joe & Nguyen, Thang & Ford, Liz, 2020. "Calculating the relative importance of condition attributes based on the characteristics of decision rules and attribute reducts: Application to crowdfunding," European Journal of Operational Research, Elsevier, vol. 286(2), pages 689-712.
    11. Arjun K Reddy & Jared T Scott & Grayson R Norris & Chip Moore & Jake X Checketts & Griffin K Hughes & Travis Small & Mark M Calder & Brent L Norris, 2023. "Cemented vs Uncemented hemiarthroplasties for femoral neck fractures: An overlapping systematic review and evidence appraisal," PLOS ONE, Public Library of Science, vol. 18(2), pages 1-18, February.
    12. repec:plo:pone00:0083907 is not listed on IDEAS
    13. K. Thoonen & L. van Osch & H. de Vries & S. Jongen & F. Schneider, 2020. "Are Environmental Interventions Targeting Skin Cancer Prevention among Children and Adolescents Effective? A Systematic Review," IJERPH, MDPI, vol. 17(2), pages 1-29, January.
    14. Hyun Kim & Navneet Kaur Baidwan & David Kriebel & Manuel Cifuentes & Sherry Baron, 2018. "Asthma among World Trade Center First Responders: A Qualitative Synthesis and Bias Assessment," IJERPH, MDPI, vol. 15(6), pages 1-14, May.
    15. Kun-ming Tao & Xiao-qian Li & Qing-hui Zhou & David Moher & Chang-quan Ling & Wei-feng Yu, 2011. "From QUOROM to PRISMA: A Survey of High-Impact Medical Journals' Instructions to Authors and a Review of Systematic Reviews in Anesthesia Literature," PLOS ONE, Public Library of Science, vol. 6(11), pages 1-5, November.
    16. Anqi Zhang & Jinsong Wang & Xiaojuan Wan & Ziyi Zhang & Shuhan Zhao & Zihe Guo & Chufan Wang, 2022. "A Meta-Analysis of the Effectiveness of Telemedicine in Glycemic Management among Patients with Type 2 Diabetes in Primary Care," IJERPH, MDPI, vol. 19(7), pages 1-25, March.
    17. Melissa J Benton & Andrea M Hutchins & J Jay Dawes, 2020. "Effect of menstrual cycle on resting metabolism: A systematic review and meta-analysis," PLOS ONE, Public Library of Science, vol. 15(7), pages 1-21, July.
    18. Christian Dierks & Tabea Hagedorn & Alessio Campitelli & Winfried Bulach & Vanessa Zeller, 2021. "Are LCA Studies on Bulk Mineral Waste Management Suitable for Decision Support? A Critical Review," Sustainability, MDPI, vol. 13(9), pages 1-27, April.
    19. Catharine Falch & Gilberto Alves, 2021. "Pharmacists’ Role in Older Adults’ Medication Regimen Complexity: A Systematic Review," IJERPH, MDPI, vol. 18(16), pages 1-17, August.
    20. Giuseppe La Torre & Remigio Bova & Rosario Andrea Cocchiara & Cristina Sestili & Anna Tagliaferri & Simona Maggiacomo & Camilla Foschi & William Zomparelli & Maria Vittoria Manai & David Shaholli & Va, 2023. "What Are the Determinants of the Quality of Systematic Reviews in the International Journals of Occupational Medicine? A Methodological Study Review of Published Literature," IJERPH, MDPI, vol. 20(2), pages 1-12, January.
    21. Olalekan A Uthman & Taiwo Aderemi Popoola & Mubashir M B Uthman & Olatunde Aremu, 2010. "Economic Evaluations of Adult Male Circumcision for Prevention of Heterosexual Acquisition of HIV in Men in Sub-Saharan Africa: A Systematic Review," PLOS ONE, Public Library of Science, vol. 5(3), pages 1-7, March.

    More about this item

    Statistics

    Access and download statistics

    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:hin:complx:1608147. 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: Mohamed Abdelhakeem (email available below). General contact details of provider: https://www.hindawi.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.