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Z-Distance Based IF-THEN Rules

Decision making, reasoning, and analysis in real-world problems are complicated by imperfect information. Real-world imperfect information is mainly characterized by two features. In view of this, Professor Zadeh suggested the concept of a Z-number as an ordered pair Z = (A, B) of fuzzy numbers A an...

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Detalles Bibliográficos
Autores principales: Aliev, R. A., Huseynov, O. H., Zulfugarova, R. X.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi Publishing Corporation 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4863133/
https://www.ncbi.nlm.nih.gov/pubmed/27239549
http://dx.doi.org/10.1155/2016/1673537
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author Aliev, R. A.
Huseynov, O. H.
Zulfugarova, R. X.
author_facet Aliev, R. A.
Huseynov, O. H.
Zulfugarova, R. X.
author_sort Aliev, R. A.
collection PubMed
description Decision making, reasoning, and analysis in real-world problems are complicated by imperfect information. Real-world imperfect information is mainly characterized by two features. In view of this, Professor Zadeh suggested the concept of a Z-number as an ordered pair Z = (A, B) of fuzzy numbers A and B, the first of which is a linguistic value of a variable of interest, and the second one is a linguistic value of probability measure of the first one, playing a role of its reliability. The concept of distance is one of the important concepts for handling imperfect information in decision making and reasoning. In this paper, we, for the first time, apply the concept of distance of Z-numbers to the approximate reasoning with Z-number based IF-THEN rules. We provide an example on solving problem related to psychological issues naturally characterized by imperfect information, which shows applicability and validity of the suggested approach.
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spelling pubmed-48631332016-05-29 Z-Distance Based IF-THEN Rules Aliev, R. A. Huseynov, O. H. Zulfugarova, R. X. ScientificWorldJournal Research Article Decision making, reasoning, and analysis in real-world problems are complicated by imperfect information. Real-world imperfect information is mainly characterized by two features. In view of this, Professor Zadeh suggested the concept of a Z-number as an ordered pair Z = (A, B) of fuzzy numbers A and B, the first of which is a linguistic value of a variable of interest, and the second one is a linguistic value of probability measure of the first one, playing a role of its reliability. The concept of distance is one of the important concepts for handling imperfect information in decision making and reasoning. In this paper, we, for the first time, apply the concept of distance of Z-numbers to the approximate reasoning with Z-number based IF-THEN rules. We provide an example on solving problem related to psychological issues naturally characterized by imperfect information, which shows applicability and validity of the suggested approach. Hindawi Publishing Corporation 2016 2016-04-27 /pmc/articles/PMC4863133/ /pubmed/27239549 http://dx.doi.org/10.1155/2016/1673537 Text en Copyright © 2016 R. A. Aliev et al. https://creativecommons.org/licenses/by/4.0/ 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
Aliev, R. A.
Huseynov, O. H.
Zulfugarova, R. X.
Z-Distance Based IF-THEN Rules
title Z-Distance Based IF-THEN Rules
title_full Z-Distance Based IF-THEN Rules
title_fullStr Z-Distance Based IF-THEN Rules
title_full_unstemmed Z-Distance Based IF-THEN Rules
title_short Z-Distance Based IF-THEN Rules
title_sort z-distance based if-then rules
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4863133/
https://www.ncbi.nlm.nih.gov/pubmed/27239549
http://dx.doi.org/10.1155/2016/1673537
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