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...
Main Author: | |
---|---|
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 |
id |
doaj-d28ae64ec4fb471c91c04e20491949dd |
---|---|
record_format |
Article |
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 |
_version_ |
1721556047070494720 |