Portfolio Optimization with Artificial Hummingbird Algorithm for Cement Industry

Murat Çimen
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Murat Çimen: Sakarya Uygulamalı Bilimler Üniversitesi

Istanbul Business Research, 2024, vol. 53, issue 3, 351-378

Abstract: Portfolio optimization, which is performed while investing in any asset, is an important issue for all investors and finance researchers. In this study, the Artificial Hummingbird Optimization Algorithm (AHA), which has been proposed in recent years, was implemented for portfolio optimization by adapting it to Modern Portfolio Theory. Stocks have been selected as investment instruments in the portfolio. Stocks are classified as risky assets due to daily price fluctuations, depending on many natural or political events or decisions. In this study, since stocks are risky assets, the minimum risk criterion is preferred for a defensive investor. In addition, due to the Kahramanmaraş earthquake in Türkiye, this study aims to create a portfolio, especially within the cement sector, in a way that minimizes risk. With this objective in mind, as the originality of the study, AHA has been used to determine the optimal portfolio using stocks in the cement sector in BIST. Statistical analysis and the Wilcoxon test were conducted for the AHA results. Subsequently, several portfolios were determined based on the AHA’s statistical results. Furthermore, to measure the risk and return performance for each portfolio, total normalized returns, CAPM analysis, Sharpe Ratio, and Treynor ratio were calculated, and their results were compared to each other. The results show that Portfolio 6 exhibited the best performance in terms of the minimum risk criterion among the optimized portfolios using AHA.

Keywords: Artificial Hummingbird Optimization; Portfolio Optimization; Cement industry (search for similar items in EconPapers)
Date: 2024
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Persistent link: https://EconPapers.repec.org/RePEc:ist:ibsibr:v:53:y:2024:i:3:p:351-378

DOI: 10.26650/ibr.2024.53.1250778

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