ASSET ALLOCATION AND PORTFOLIO OPTIMIZATION PROBLEMS WITH METAHEURISTICS: A LITERATURE SURVEY

The main objective of Markowitz work is seeking optimal allocation of wealth on a defined number of assets while minimizing risk and maximizing returns of expected portfolio. At the beginning, proposed models in this issue are resolved basing on quadratic programming. Unfortunately, the real state o...

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Main Author: Bilel JARRAYA
Format: Article
Language:English
Published: Bucharest University of Economic Studies 2013-12-01
Series:Business Excellence and Management
Subjects:
Online Access:http://beman.ase.ro/no34/4.pdf
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spelling doaj-d28ae64ec4fb471c91c04e20491949dd2021-04-02T16:39:14ZengBucharest University of Economic StudiesBusiness Excellence and Management2248-13542013-12-01343856ASSET ALLOCATION AND PORTFOLIO OPTIMIZATION PROBLEMS WITH METAHEURISTICS: A LITERATURE SURVEY Bilel JARRAYA 0University of Sfax, Sfax, TunisiaThe main objective of Markowitz work is seeking optimal allocation of wealth on a defined number of assets while minimizing risk and maximizing returns of expected portfolio. At the beginning, proposed models in this issue are resolved basing on quadratic programming. Unfortunately, the real state of financial markets makes these problems too complex. Metaheuristics are stochastic methods which aim to solve a large panel of NPhard problems without intervention of users. These methods are inspired from analogies with other fields such as physics, genetics, or ethologic. Already various Metaheuristics approaches have been proposed to solve asset allocation and portfolio optimization problems. In a first time, we survey some approaches on the topic, by categorizing them, describing results and involved techniques. Second part of this paper aims providing a good guide to the application of Metaheuristics to portfolio optimization and asset allocation problems. http://beman.ase.ro/no34/4.pdfportfolioasset allocationmetaheuristicsmono-objective problemsmulti-objective problems
collection DOAJ
language English
format Article
sources DOAJ
author Bilel JARRAYA
spellingShingle Bilel JARRAYA
ASSET ALLOCATION AND PORTFOLIO OPTIMIZATION PROBLEMS WITH METAHEURISTICS: A LITERATURE SURVEY
Business Excellence and Management
portfolio
asset allocation
metaheuristics
mono-objective problems
multi-objective problems
author_facet Bilel JARRAYA
author_sort Bilel JARRAYA
title ASSET ALLOCATION AND PORTFOLIO OPTIMIZATION PROBLEMS WITH METAHEURISTICS: A LITERATURE SURVEY
title_short ASSET ALLOCATION AND PORTFOLIO OPTIMIZATION PROBLEMS WITH METAHEURISTICS: A LITERATURE SURVEY
title_full ASSET ALLOCATION AND PORTFOLIO OPTIMIZATION PROBLEMS WITH METAHEURISTICS: A LITERATURE SURVEY
title_fullStr ASSET ALLOCATION AND PORTFOLIO OPTIMIZATION PROBLEMS WITH METAHEURISTICS: A LITERATURE SURVEY
title_full_unstemmed ASSET ALLOCATION AND PORTFOLIO OPTIMIZATION PROBLEMS WITH METAHEURISTICS: A LITERATURE SURVEY
title_sort asset allocation and portfolio optimization problems with metaheuristics: a literature survey
publisher Bucharest University of Economic Studies
series Business Excellence and Management
issn 2248-1354
publishDate 2013-12-01
description The main objective of Markowitz work is seeking optimal allocation of wealth on a defined number of assets while minimizing risk and maximizing returns of expected portfolio. At the beginning, proposed models in this issue are resolved basing on quadratic programming. Unfortunately, the real state of financial markets makes these problems too complex. Metaheuristics are stochastic methods which aim to solve a large panel of NPhard problems without intervention of users. These methods are inspired from analogies with other fields such as physics, genetics, or ethologic. Already various Metaheuristics approaches have been proposed to solve asset allocation and portfolio optimization problems. In a first time, we survey some approaches on the topic, by categorizing them, describing results and involved techniques. Second part of this paper aims providing a good guide to the application of Metaheuristics to portfolio optimization and asset allocation problems.
topic portfolio
asset allocation
metaheuristics
mono-objective problems
multi-objective problems
url http://beman.ase.ro/no34/4.pdf
work_keys_str_mv AT bileljarraya assetallocationandportfoliooptimizationproblemswithmetaheuristicsaliteraturesurvey
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