Robust Portfolio Optimization Strategies in The Serbian Stock Market

Branimir Moćić
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Abstract

Research Question: This paper investigates the performances of six portfolios constructed using robust optimization methods in the Serbian stock market. Motivation: Motivated by the lack of research that analyses the allocation strategies based on robust optimization in the other non-US markets, this paper analyses the ability of these strategies to produce positive performance in the Serbian financial market. Idea: This paper aims to check whether robust strategies can provide positive risk-adjusted performance compared to simple strategies. Data: The analysis was performed on daily data from 2017 to 2020. Tools: We used monthly portfolio rebalancing with an estimation period of 24 months, applying budget and no-short selling constraints in portfolio construction. As a benchmark, we used two simple strategies, the strategy of market index replication and the equal weighting strategy (1/N). Consequently, the performance of the portfolios is evaluated once a month and calculated for the entire investment period. Findings: Empirical results suggest that robust optimization methods improve portfolio performance on a risk-adjusted basis. The increase in performance is affected by an increase in turnover, so the stability of weights in the portfolio depends on the compliance of the model characteristics with the conditions prevailing in the market. Contribution: To the best of our knowledge, this is the first article that analyses the performance of robust optimization portfolios for the Serbian stock markets. Analysing the performance of robust optimization strategies and comparing them to two simple strategies, this paper contributes to the existing literature by checking their possibility of obtaining a positive performance in less developed markets. Additionally, all information presented in this paper could help investors optimize their risk allocation and profitability.
塞尔维亚股票市场稳健投资组合优化策略
研究问题:本文研究了塞尔维亚股票市场中使用稳健优化方法构建的六个投资组合的绩效。动机:由于缺乏对其他非美国市场基于稳健优化的配置策略进行分析的研究,本文分析了这些策略在塞尔维亚金融市场产生积极绩效的能力。思路:本文旨在检验与简单策略相比,稳健策略是否能提供积极的风险调整绩效。数据:对2017 - 2020年的日常数据进行分析。工具:我们使用每月投资组合再平衡,估计周期为24个月,在投资组合构建中应用预算和无卖空约束。作为基准,我们使用了两种简单的策略,即市场指数复制策略和等权重策略(1/N)。因此,投资组合的表现每月评估一次,并在整个投资期间进行计算。研究结果:实证结果表明,稳健的优化方法在风险调整的基础上提高了投资组合的绩效。业绩的增加受到营业额增加的影响,因此投资组合中权重的稳定性取决于模型特征与市场普遍情况的一致性。贡献:据我们所知,这是第一篇分析塞尔维亚股票市场稳健优化投资组合表现的文章。本文分析了稳健优化策略的性能,并将其与两种简单策略进行了比较,通过检查它们在欠发达市场中获得正性能的可能性,为现有文献做出了贡献。此外,本文提供的所有信息都可以帮助投资者优化风险配置和盈利能力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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