Recent advances in network-based decision making methods have given rise to computationally efficient solution methodologies for intelligent systems. One type of hierarchical network implementation, the fuzzy integral operator approach, is investigated. In this approach, we generalized the Choquet f
Parameterized fuzzy operators in fuzzy decision making
โ Scribed by Qian Song; Abraham Kandel; Moti Schneider
- Publisher
- John Wiley and Sons
- Year
- 2003
- Tongue
- English
- Weight
- 463 KB
- Volume
- 18
- Category
- Article
- ISSN
- 0884-8173
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โฆ Synopsis
The basic operations of fuzzy sets, such as negation, intersection, and union, usually are computed by applying the one-complement, minimum, and maximum operators to the membership functions of fuzzy sets. However, different decision agents may have different perceptions for these fuzzy operations. In this article, the concept of parameterized fuzzy operators will be introduced. A parameter โฃ will be used to represent the degree of softness. The variance of โฃ captures the differences of decision agents' subjective attitudes and characteristics, which result in their differing perceptions. The defined parameterized fuzzy operators also should satisfy the axiomatic requirements for the traditional fuzzy operators. A learning algorithm will be proposed to obtain the parameter โฃ given a set of training data for each agent. In this article, the proposed parameterized fuzzy operators will be used in individual decision-making problems. An example is given to show the concept and application of the parameterized fuzzy operators.
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