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An Artificial Bee Colony Algorithm for Uncertain Portfolio Selection
Portfolio selection is an important issue for researchers and practitioners. In this paper, under the assumption that security returns are given by experts' evaluations rather than historical data, we discuss the portfolio adjusting problem which takes transaction costs and diversification degr...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Hindawi Publishing Corporation
2014
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4098991/ https://www.ncbi.nlm.nih.gov/pubmed/25089292 http://dx.doi.org/10.1155/2014/578182 |
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author | Chen, Wei |
author_facet | Chen, Wei |
author_sort | Chen, Wei |
collection | PubMed |
description | Portfolio selection is an important issue for researchers and practitioners. In this paper, under the assumption that security returns are given by experts' evaluations rather than historical data, we discuss the portfolio adjusting problem which takes transaction costs and diversification degree of portfolio into consideration. Uncertain variables are employed to describe the security returns. In the proposed mean-variance-entropy model, the uncertain mean value of the return is used to measure investment return, the uncertain variance of the return is used to measure investment risk, and the entropy is used to measure diversification degree of portfolio. In order to solve the proposed model, a modified artificial bee colony (ABC) algorithm is designed. Finally, a numerical example is given to illustrate the modelling idea and the effectiveness of the proposed algorithm. |
format | Online Article Text |
id | pubmed-4098991 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Hindawi Publishing Corporation |
record_format | MEDLINE/PubMed |
spelling | pubmed-40989912014-08-03 An Artificial Bee Colony Algorithm for Uncertain Portfolio Selection Chen, Wei ScientificWorldJournal Research Article Portfolio selection is an important issue for researchers and practitioners. In this paper, under the assumption that security returns are given by experts' evaluations rather than historical data, we discuss the portfolio adjusting problem which takes transaction costs and diversification degree of portfolio into consideration. Uncertain variables are employed to describe the security returns. In the proposed mean-variance-entropy model, the uncertain mean value of the return is used to measure investment return, the uncertain variance of the return is used to measure investment risk, and the entropy is used to measure diversification degree of portfolio. In order to solve the proposed model, a modified artificial bee colony (ABC) algorithm is designed. Finally, a numerical example is given to illustrate the modelling idea and the effectiveness of the proposed algorithm. Hindawi Publishing Corporation 2014 2014-06-26 /pmc/articles/PMC4098991/ /pubmed/25089292 http://dx.doi.org/10.1155/2014/578182 Text en Copyright © 2014 Wei Chen. 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 Chen, Wei An Artificial Bee Colony Algorithm for Uncertain Portfolio Selection |
title | An Artificial Bee Colony Algorithm for Uncertain Portfolio Selection |
title_full | An Artificial Bee Colony Algorithm for Uncertain Portfolio Selection |
title_fullStr | An Artificial Bee Colony Algorithm for Uncertain Portfolio Selection |
title_full_unstemmed | An Artificial Bee Colony Algorithm for Uncertain Portfolio Selection |
title_short | An Artificial Bee Colony Algorithm for Uncertain Portfolio Selection |
title_sort | artificial bee colony algorithm for uncertain portfolio selection |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4098991/ https://www.ncbi.nlm.nih.gov/pubmed/25089292 http://dx.doi.org/10.1155/2014/578182 |
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