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On Lipschitz properties of generated aggregation functions
journal contribution
posted on 2010-05-01, 00:00 authored by Gleb BeliakovGleb Beliakov, T Calvo, Simon JamesSimon JamesThis article discusses Lipschitz properties of generated aggregation functions. Such generated functions include triangular norms and conorms, quasi-arithmetic means, uninorms, nullnorms and continuous generated functions with a neutral element. The Lipschitz property guarantees stability of aggregation operations with respect to input inaccuracies, and is important for applications. We provide verifiable sufficient conditions to determine when a generated aggregation function holds the k-Lipschitz property, and calculate the Lipschitz constants of power means. We also establish sufficient conditions which guarantee that a generated aggregation function is not Lipschitz. We found the only 1-Lipschitz generated function with a neutral element e ∈]0, 1[.
History
Journal
Fuzzy sets and systemsVolume
161Issue
10Pagination
1437 - 1447Publisher
ElsevierLocation
Amsterdam, NetherlandsPublisher DOI
ISSN
0165-0114eISSN
1872-6801Language
engNotes
Reproduced with the specific permission of the copyright owner.Publication classification
C1 Refereed article in a scholarly journal; C Journal articleCopyright notice
2009, Elsevier B.V.Usage metrics
Keywords
aggregation functionsgenerated aggregation functionsk-Lipschitz aggregation functionstriangular normsquasi-arithmetic meansuninormsnullnormsstabilityScience & TechnologyTechnologyPhysical SciencesComputer Science, Theory & MethodsMathematics, AppliedStatistics & ProbabilityComputer ScienceMathematicsOPERATORSArtificial Intelligence and Image Processing