JOURNAL ARTICLE

Prospect Theory-Based Portfolio Selection Using Multiple Fuzzy Reference Intervals

Xianhe WangBo WangLong TengYaoxin Wu

Year: 2025 Journal:   IEEE Transactions on Systems Man and Cybernetics Systems Vol: 55 (10)Pages: 7100-7114   Publisher: Institute of Electrical and Electronics Engineers

Abstract

Portfolio selection stands as a paramount concern within the realm of decision-making and management engineering. However, owing to the inherent intricacies of capital markets and the presence of irrational investor behaviors, the attainment of predefined investment objectives by investors remains a formidable challenge. In order to comprehensively depict investor behavior patterns and to provide investment guidance in highly uncertain and volatile markets, this study introduces a novel fuzzy model for representing prospect theory and based on this, develops a novel portfolio selection optimization framework. In addition, a new particle swarm optimization consists of adaptive and cooperative strategy is proposed to find the optimal solution of this model. The effectiveness of this model is validated through two case study utilizing real-market data, while the efficiency of the solution algorithm is confirmed through a test fitness functions-based case study.

Keywords:
Selection (genetic algorithm) Portfolio Computer science Fuzzy logic Modern portfolio theory Artificial intelligence Economics Financial economics

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Topics

Multi-Criteria Decision Making
Social Sciences →  Decision Sciences →  Management Science and Operations Research

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