This study proposes a tri-objective portfolio optimization model comprising three objectives, which apart from the return, risk, modelled decision-maker preferences using a proposed composite index. In earlier studies, decision-maker preferences modelled using practical constraints; in contrast, this paper modelled these preferences as constraints along with the proposed composite index based on three decision parameters. To check the effectiveness of the proposed approach is tested on four multi-objective evolutionary algorithms i.e. NSGA-II, SPEA2, MOPSO, and MOEA/D. Finally, conclusions are drawn from the comparative study of these adapted Multi-Objective Evolutionary Algorithms (MOEAs).
Decision Making in Portfolio Optimization by Using a Tri-Objective Model and Decision Parameters / Ciano, Tiziana; Ferrara, Massimiliano. - (2022), pp. 156-161. [10.1007/978-3-030-99638-3_26]
Decision Making in Portfolio Optimization by Using a Tri-Objective Model and Decision Parameters
Massimiliano Ferrara
Supervision
2022-01-01
Abstract
This study proposes a tri-objective portfolio optimization model comprising three objectives, which apart from the return, risk, modelled decision-maker preferences using a proposed composite index. In earlier studies, decision-maker preferences modelled using practical constraints; in contrast, this paper modelled these preferences as constraints along with the proposed composite index based on three decision parameters. To check the effectiveness of the proposed approach is tested on four multi-objective evolutionary algorithms i.e. NSGA-II, SPEA2, MOPSO, and MOEA/D. Finally, conclusions are drawn from the comparative study of these adapted Multi-Objective Evolutionary Algorithms (MOEAs).File | Dimensione | Formato | |
---|---|---|---|
Ferrara_2022_MAF_Parameters_editor.pdf
solo utenti autorizzati
Tipologia:
Versione Editoriale (PDF)
Licenza:
Copyright dell'editore
Dimensione
185.82 kB
Formato
Adobe PDF
|
185.82 kB | Adobe PDF | Visualizza/Apri Richiedi una copia |
I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.