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Applying Particle Swarm Optimization

Applying Particle Swarm Optimization

Brand
Springer Nature
Manufacturer
N/A
Part Number
0
GTIN
9783030702809
Condition
New
Product Description

This book explains the theoretical structure of particle swarm optimization (PSO) and focuses on the application of PSO to portfolio optimization problems. The general goal of portfolio optimization is to find a solution that provides the highest expected return at each level of portfolio risk. According to H. Markowitzs portfolio selection theory, as new assets are added to an investment portfolio, the total risk of the portfolios decreases depending on the correlations of asset returns, while the expected return on the portfolio represents the weighted average of the expected returns for each asset. The book explains PSO in detail and demonstrates how to implement Markowitzs portfolio optimization approach using PSO. In addition, it expands on the Markowitz model and seeks to improve the solution-finding process with the aid of various algorithms. In short, the book provides researchers, teachers, engineers, managers and practitioners with many tools they need to apply the PSO technique to portfolio optimization.

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