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Extended mean-variance model for reliable evolutionary portfolio optimization
- 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).
- Subjects :
- Informática
Mathematical optimization
Optimization problem
Computer science
Financial portfolio optimization
Reliability (computer networking)
Probabilistic-based design optimization
Evolutionary algorithm
Asset allocation
Multi-objective optimization
Multiobjective evolutionary algorithms
Artificial Intelligence
Portfolio optimization
Robustness (economics)
Robustness (control systems)
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- e-Archivo. Repositorio Institucional de la Universidad Carlos III de Madrid, instname
- Accession number :
- edsair.doi.dedup.....f6d0cf3b760b41a1344c6191d83e926b