Title :
Abstraction and specialization of information granules
Author :
Pedrycz, Witold ; Vukovich, George
Author_Institution :
Dept. of Electr. & Comput. Eng., Alberta Univ., Edmonton, Alta., Canada
fDate :
2/1/2001 12:00:00 AM
Abstract :
In his paper, we introduce a model of generalization and specialization of information granules. The information granules themselves are modeled as fuzzy sets or fuzzy relations. The generalization is realized by or-ing fuzzy sets while the specialization is completed through logic and operation. These two logic operators are realized using triangular norms (that is t- and a-norms). We elaborate on two (top-down and bottom-up) strategies of constructing information granules that arise as results of generalization and specialization. Various triangular norms are experimented with and some conclusions based on numeric studies are derived
Keywords :
formal logic; fuzzy set theory; generalisation (artificial intelligence); OR and AND graphs; aggregation operators; fuzzy clustering; fuzzy relations; fuzzy sets; information granulation; information granules; specialization; triangular norms; Aerospace engineering; Buildings; Decision making; Error correction; Fuels; Fuzzy control; Fuzzy logic; Fuzzy sets; Optimization methods; Space vehicles;
Journal_Title :
Systems, Man, and Cybernetics, Part B: Cybernetics, IEEE Transactions on
DOI :
10.1109/3477.907568