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Analytical Properties of Credibilistic Expectation Functions

The expectation function of fuzzy variable is an important and widely used criterion in fuzzy optimization, and sound properties on the expectation function may help in model analysis and solution algorithm design for the fuzzy optimization problems. The present paper deals with some analytical prop...

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Detalles Bibliográficos
Autores principales: Wang, Shuming, Wang, Bo, Watada, Junzo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi Publishing Corporation 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3958806/
https://www.ncbi.nlm.nih.gov/pubmed/24723800
http://dx.doi.org/10.1155/2014/294183
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author Wang, Shuming
Wang, Bo
Watada, Junzo
author_facet Wang, Shuming
Wang, Bo
Watada, Junzo
author_sort Wang, Shuming
collection PubMed
description The expectation function of fuzzy variable is an important and widely used criterion in fuzzy optimization, and sound properties on the expectation function may help in model analysis and solution algorithm design for the fuzzy optimization problems. The present paper deals with some analytical properties of credibilistic expectation functions of fuzzy variables that lie in three aspects. First, some continuity theorems on the continuity and semicontinuity conditions are proved for the expectation functions. Second, a differentiation formula of the expectation function is derived which tells that, under certain conditions, the derivative of the fuzzy expectation function with respect to the parameter equals the expectation of the derivative of the fuzzy function with respect to the parameter. Finally, a law of large numbers for fuzzy variable sequences is obtained leveraging on the Chebyshev Inequality of fuzzy variables. Some examples are provided to verify the results obtained.
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spelling pubmed-39588062014-04-10 Analytical Properties of Credibilistic Expectation Functions Wang, Shuming Wang, Bo Watada, Junzo ScientificWorldJournal Research Article The expectation function of fuzzy variable is an important and widely used criterion in fuzzy optimization, and sound properties on the expectation function may help in model analysis and solution algorithm design for the fuzzy optimization problems. The present paper deals with some analytical properties of credibilistic expectation functions of fuzzy variables that lie in three aspects. First, some continuity theorems on the continuity and semicontinuity conditions are proved for the expectation functions. Second, a differentiation formula of the expectation function is derived which tells that, under certain conditions, the derivative of the fuzzy expectation function with respect to the parameter equals the expectation of the derivative of the fuzzy function with respect to the parameter. Finally, a law of large numbers for fuzzy variable sequences is obtained leveraging on the Chebyshev Inequality of fuzzy variables. Some examples are provided to verify the results obtained. Hindawi Publishing Corporation 2014-02-26 /pmc/articles/PMC3958806/ /pubmed/24723800 http://dx.doi.org/10.1155/2014/294183 Text en Copyright © 2014 Shuming Wang et al. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Wang, Shuming
Wang, Bo
Watada, Junzo
Analytical Properties of Credibilistic Expectation Functions
title Analytical Properties of Credibilistic Expectation Functions
title_full Analytical Properties of Credibilistic Expectation Functions
title_fullStr Analytical Properties of Credibilistic Expectation Functions
title_full_unstemmed Analytical Properties of Credibilistic Expectation Functions
title_short Analytical Properties of Credibilistic Expectation Functions
title_sort analytical properties of credibilistic expectation functions
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3958806/
https://www.ncbi.nlm.nih.gov/pubmed/24723800
http://dx.doi.org/10.1155/2014/294183
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