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).
2022
12-apr-2022
Inglese
Marco Corazza, Cara Perna, Claudio Pizzi, Marilena Sibillo
Mathematical and Statistical Methods for Actuarial Sciences and Finance
156
161
6
978-3-030-99637-6
978-3-030-99638-3
https://link.springer.com/chapter/10.1007/978-3-030-99638-3_26
Springer
Cham
SVIZZERA
Esperti anonimi
Multi-objective portfolio optimization, CVaR, Decision parameters
Internazionale
No
info:eu-repo/semantics/bookPart
Ciano, Tiziana; Ferrara, Massimiliano
2 Contributo in Volume::2.1 Contributo in volume (Capitolo o Saggio)
2
268
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]
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/20.500.12318/132426
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