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Extended mean-variance model for reliable evolutionary portfolio optimization

Authors :
Sandra García
David Quintana
Inés M. Galván
Pedro Isasi
Source :
e-Archivo. Repositorio Institucional de la Universidad Carlos III de Madrid, instname
Publication Year :
2014

Abstract

Real world optimization of financial portfolios pose a challenging multiobjective problem that can be tackled using Evolutionary Algorithms. The fact that the optimization process is subject to the presence of uncertainty concerning asset returns is likely to lead to unreliable solutions. This work suggests extending the classic mean-variance optimization problem with a third explicit robustness objective. This results on sets of portfolios that can be subsequently grouped together according to their reliability. This additional information allows for a better informed decision making regarding asset allocation. © 2014 - IOS Press and the authors. All rights reserved. Financial support granted by the Spanish Ministry of Science under contract TIN2011-28336 (MOVES).

Details

Language :
English
Database :
OpenAIRE
Journal :
e-Archivo. Repositorio Institucional de la Universidad Carlos III de Madrid, instname
Accession number :
edsair.doi.dedup.....f6d0cf3b760b41a1344c6191d83e926b