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Radon-Nikodym derivatives and conditioning in fuzzy measure theory

Radon-Nikodým derivatives and conditioning in fuzzy measure theory
Authors: CANDELORO, Domenico; PUCCI S.;

Radon-Nikodym derivatives and conditioning in fuzzy measure theory

Abstract

Let (X,\({\mathcal F},g)\) be a fuzzy measure space, as defined by \textit{M. Sugeno} in his Thesis (1974). Given any measurable function f: \(X\to {\mathbb{R}}^+_ 0\), and any set \(A\in {\mathcal F}\), the fuzzy integral of f over A, with respect to g, is the following number: \[ \int_{A}f\cdot g=\sup_{\alpha \geq 0}[\alpha \wedge g(A\cap F_{\alpha})], \] where \(F_{\alpha}=\{x\in X:\) f(x)\(\geq \alpha \}.\) The main theorem may be formulated as follows: ``Given two fuzzy measures, g and \(\gamma\), \(\gamma\leq g\), a Radon- Nikodým derivative \(h=d\gamma /dg\) does exist (with respect to the fuzzy integral above) if and only if there exists a decreasing family \((A_{\alpha})_{\alpha \geq 0},\quad A_{\alpha}\in {\mathcal F},\) satisfying \[ (*)\quad \gamma (E\cap A_{\alpha})\geq \alpha \wedge g(E\cap A_{\alpha})\quad and\quad \gamma (E)\leq g(E\cap A_{\gamma (E)}) \] for all \(E\in {\mathcal F}\), \(\alpha\geq 0.''\) This theorem is more general than Sugeno's; moreover, both of conditions in (*) are easily satisfied when X is a Polish space, \({\mathcal F}\) is the Borel \(\sigma\)-field of X, and \(\gamma\) is of ``type \(\vee ''\), i.e. \(\gamma (A\cup E)=\gamma (A)\vee \gamma (E),\) for all \(A,E\in {\mathcal F}.\) A conditioning theory follows, for measures of type \(\vee\), similar to the classical one.

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Italy
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Keywords

conditioning theory, Fuzzy measure theory, fuzzy measure space, fuzzy measures, Radon-Nikodým derivative, Fuzzy integral; type sup measures; Radon-Nikody'm derivative, fuzzy integral, Theory of fuzzy sets, etc.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
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