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Analytic hierarchy process-fuzzy sorting: An analytic hierarchy process–based method for fuzzy classification in sorting problems
- Source :
- Ishizaka, A, Tasiou, M & Martínez, L 2020, ' Analytic hierarchy process-fuzzy sorting: an analytic hierarchy process based method for fuzzy classification in sorting problems ', Journal of the Operational Research Society, vol. 71, no. 6, 0, pp. 928-947 . https://doi.org/10.1080/01605682.2019.1595188
- Publication Year :
- 2019
- Publisher :
- Informa UK Limited, 2019.
-
Abstract
- Analytic Hierarchy Process (AHP) is a well-founded and popular method in the Multi-Criteria Decision Analysis (MCDA) field. Recently, AHPSort, a sorting variant, uses crisp class-assignment of alternatives. This can sometimes be misleading, especially for alternatives near the border of two classes. This paper aims at making the class assignment process in AHPSort more flexible by using fuzzy sets theory, which facilitates soft transitions between classes and provides additional information about the membership of alternatives in each class that can be used to fine tune actions beyond the crisp sorting process. This essentially complements the ordinal information of its crisp variant with cardinal information as to the degree of membership of an alternative to each class. The applicability of the proposed approach is illustrated in a case study that regards the classification of London boroughs according to their safety levels.
- Subjects :
- Fuzzy classification
AHP
Computer science
Strategy and Management
Fuzzy set
0211 other engineering and technologies
Analytic hierarchy process
02 engineering and technology
Management Science and Operations Research
computer.software_genre
Fuzzy logic
Field (computer science)
Management Information Systems
Multi-criteria decision analysis
0202 electrical engineering, electronic engineering, information engineering
Marketing
fuzzy Sets
021103 operations research
fuzzy linguistic approach
Business and Management
Sorting
sorting method
AHPSort
Multiple-criteria decision analysis
020201 artificial intelligence & image processing
Data mining
computer
Decision analysis
Subjects
Details
- ISSN :
- 14769360 and 01605682
- Volume :
- 71
- Database :
- OpenAIRE
- Journal :
- Journal of the Operational Research Society
- Accession number :
- edsair.doi.dedup.....b3acc5e8d3fc44e29cff02f7070d73fb