Cargando…
Expected Utility Based Decision Making under Z-Information and Its Application
Real-world decision relevant information is often partially reliable. The reasons are partial reliability of the source of information, misperceptions, psychological biases, incompetence, and so forth. Z-numbers based formalization of information (Z-information) represents a natural language (NL) ba...
Autores principales: | , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi Publishing Corporation
2015
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4539208/ https://www.ncbi.nlm.nih.gov/pubmed/26366163 http://dx.doi.org/10.1155/2015/364512 |
_version_ | 1782386082961162240 |
---|---|
author | Aliev, Rashad R. Mraiziq, Derar Atallah Talal Huseynov, Oleg H. |
author_facet | Aliev, Rashad R. Mraiziq, Derar Atallah Talal Huseynov, Oleg H. |
author_sort | Aliev, Rashad R. |
collection | PubMed |
description | Real-world decision relevant information is often partially reliable. The reasons are partial reliability of the source of information, misperceptions, psychological biases, incompetence, and so forth. Z-numbers based formalization of information (Z-information) represents a natural language (NL) based value of a variable of interest in line with the related NL based reliability. What is important is that Z-information not only is the most general representation of real-world imperfect information but also has the highest descriptive power from human perception point of view as compared to fuzzy number. In this study, we present an approach to decision making under Z-information based on direct computation over Z-numbers. This approach utilizes expected utility paradigm and is applied to a benchmark decision problem in the field of economics. |
format | Online Article Text |
id | pubmed-4539208 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Hindawi Publishing Corporation |
record_format | MEDLINE/PubMed |
spelling | pubmed-45392082015-09-13 Expected Utility Based Decision Making under Z-Information and Its Application Aliev, Rashad R. Mraiziq, Derar Atallah Talal Huseynov, Oleg H. Comput Intell Neurosci Research Article Real-world decision relevant information is often partially reliable. The reasons are partial reliability of the source of information, misperceptions, psychological biases, incompetence, and so forth. Z-numbers based formalization of information (Z-information) represents a natural language (NL) based value of a variable of interest in line with the related NL based reliability. What is important is that Z-information not only is the most general representation of real-world imperfect information but also has the highest descriptive power from human perception point of view as compared to fuzzy number. In this study, we present an approach to decision making under Z-information based on direct computation over Z-numbers. This approach utilizes expected utility paradigm and is applied to a benchmark decision problem in the field of economics. Hindawi Publishing Corporation 2015 2015-08-03 /pmc/articles/PMC4539208/ /pubmed/26366163 http://dx.doi.org/10.1155/2015/364512 Text en Copyright © 2015 Rashad R. Aliev 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 Aliev, Rashad R. Mraiziq, Derar Atallah Talal Huseynov, Oleg H. Expected Utility Based Decision Making under Z-Information and Its Application |
title | Expected Utility Based Decision Making under Z-Information and Its Application |
title_full | Expected Utility Based Decision Making under Z-Information and Its Application |
title_fullStr | Expected Utility Based Decision Making under Z-Information and Its Application |
title_full_unstemmed | Expected Utility Based Decision Making under Z-Information and Its Application |
title_short | Expected Utility Based Decision Making under Z-Information and Its Application |
title_sort | expected utility based decision making under z-information and its application |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4539208/ https://www.ncbi.nlm.nih.gov/pubmed/26366163 http://dx.doi.org/10.1155/2015/364512 |
work_keys_str_mv | AT alievrashadr expectedutilitybaseddecisionmakingunderzinformationanditsapplication AT mraiziqderaratallahtalal expectedutilitybaseddecisionmakingunderzinformationanditsapplication AT huseynovolegh expectedutilitybaseddecisionmakingunderzinformationanditsapplication |