The concept of ranking fuzzy numbers has attracted significant attention recently due to its successful use in decision making problems. This concept allows decision makers to appropriately exercise their subjective judgment under situations that are vague, imprecise, ambiguous and uncertain in nature. The literature on ranking fuzzy numbers describes the validation of ranking methods as the most important aspect of the application of these methods. This is due to the fact that the validation confirms the suitability of the associated methods for ranking fuzzy numbers and decision making purposes. In this paper, a comprehensive review on validation techniques for methods of ranking fuzzy numbers is presented. These techniques are associated with properties of ranking fuzzy quantities as well as consistency and efficiency evaluation of ranking operations. The techniques are described in detail and discussed in the context of many established and more recent works in the field.
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Univ Malaysia Pahang, Ctr Math Sci, Kuantan 26300, Pahang, Malaysia
Univ Teknol MARA, Coll Comp Informat & Math, Math Sci Studies, Pahang Branch, Jengka 26400, Pahang, MalaysiaUniv Malaysia Pahang, Ctr Math Sci, Kuantan 26300, Pahang, Malaysia
Alam, Nik Muhammad Farhan Hakim Nik Badrul
Khalif, Ku Muhammad Naim Ku
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Univ Malaysia Pahang, Ctr Math Sci, Kuantan 26300, Pahang, Malaysia
Univ Malaysia Pahang, Ctr Excellence Artificial Intelligence & Data Sci, Kuantan 26300, Pahang, MalaysiaUniv Malaysia Pahang, Ctr Math Sci, Kuantan 26300, Pahang, Malaysia
Khalif, Ku Muhammad Naim Ku
Jaini, Nor Izzati
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Univ Malaysia Pahang, Ctr Math Sci, Kuantan 26300, Pahang, MalaysiaUniv Malaysia Pahang, Ctr Math Sci, Kuantan 26300, Pahang, Malaysia
Jaini, Nor Izzati
Gegov, Alexander
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Univ Portsmouth, Sch Comp, Portsmouth PO1 3HE, England
Tech Univ Sofia, English Fac Engn, Sofia 1756, BulgariaUniv Malaysia Pahang, Ctr Math Sci, Kuantan 26300, Pahang, Malaysia
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Maulana Abul Kalam Azad Univ Technol, Dept Appl Math, Kolkata, West Bengal, IndiaMaulana Abul Kalam Azad Univ Technol, Dept Appl Math, Kolkata, West Bengal, India
Gazi, Kamal Hossain
Mondal, Sankar Prasad
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Maulana Abul Kalam Azad Univ Technol, Dept Appl Math, Kolkata, West Bengal, IndiaMaulana Abul Kalam Azad Univ Technol, Dept Appl Math, Kolkata, West Bengal, India
Mondal, Sankar Prasad
Chatterjee, Banashree
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Dr BC Roy Engn Coll, Dept Informat Technol, Durgapur, West Bengal, IndiaMaulana Abul Kalam Azad Univ Technol, Dept Appl Math, Kolkata, West Bengal, India
Chatterjee, Banashree
Ghorui, Neha
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Prasanta Chandra Mahalanobis Mahavidyalaya, Dept Math, Kolkata, West Bengal, IndiaMaulana Abul Kalam Azad Univ Technol, Dept Appl Math, Kolkata, West Bengal, India
Ghorui, Neha
Ghosh, Arijit
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St Xaviers Coll Autonomous Kolkata, Kolkata, West Bengal, IndiaMaulana Abul Kalam Azad Univ Technol, Dept Appl Math, Kolkata, West Bengal, India
Ghosh, Arijit
De, Debashis
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Maulana Abul Kalam Azad Univ Technol, Dept Comp Sci & Engn, Kolkata, West Bengal, IndiaMaulana Abul Kalam Azad Univ Technol, Dept Appl Math, Kolkata, West Bengal, India