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Computing the Lattice of All Fixpoints of a Fuzzy Closure Operator.

Authors :
Belohlavek, Radim
De Baets, Bernard
Outrata, Jan
Vychodil, Vilem
Source :
IEEE Transactions on Fuzzy Systems; Jun2010, Vol. 18 Issue 3, p546-557, 12p
Publication Year :
2010

Abstract

We present a fast bottom-up algorithm to compute all fixpoints of a fuzzy closure operator in a finite set over a finite chain of truth degrees, along with the partial order on the set of all fixpoints. Fuzzy closure operators appear in several areas of fuzzy logic and its applications, including formal concept analysis (FCA) that we use as a reference area of application in this paper. Several problems in FCA, such as computing all formal concepts from data with graded attributes or computing non-redundant bases of all attribute dependencies, can be reduced to the problem of computing fixpoints of particular fuzzy closure operators associated with the input data. The development of a general algorithm that is applicable, in particular, to these problems is the ultimate purpose of this paper. We present the algorithm, its theoretical foundations, and experimental evaluation. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
10636706
Volume :
18
Issue :
3
Database :
Complementary Index
Journal :
IEEE Transactions on Fuzzy Systems
Publication Type :
Academic Journal
Accession number :
51236388
Full Text :
https://doi.org/10.1109/TFUZZ.2010.2041006