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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi Publishing Corporation
2014
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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. |
format | Online Article Text |
id | pubmed-3958806 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Hindawi Publishing Corporation |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT wangshuming analyticalpropertiesofcredibilisticexpectationfunctions AT wangbo analyticalpropertiesofcredibilisticexpectationfunctions AT watadajunzo analyticalpropertiesofcredibilisticexpectationfunctions |