基于最小生成树理论的投资组合创建新方法及其鲁棒性评价

IF 1.8 Q3 MANAGEMENT
Jakub Danko, Vincent Šoltés, Tomáš Bindzár
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引用次数: 1

摘要

目的:本文的目的是描述使用最小生成树方法创建投资组合的另一种可能性。该研究通过使用并随后开发基于图论的新方法,为现有的知识体系做出了贡献,该方法适用于想要创建投资组合的个人投资者。方法/方法:分析的数据被分成两个(不相交的)集——一个训练集和一个测试集。在测试期间进行组合比较,测试总是在培训期之后立即进行,长度为一年。为了比较的客观性,所有建议的投资组合总是由十个权重相等的股票组成。结果:根据分析结果,我们可以看到,我们提出的方法(平均而言)提供了投资资源的最佳增值,也是相对变异性方面风险最小的投资,从个人投资者的角度来看,这可能被认为是非常有吸引力的。研究限制/启示:在我们的论文中,我们没有考虑与投资组合中金融工具的购买和持有相关的任何费用。对于市场回报极端的时期(急剧增加或减少),使用皮尔逊相关系数是不合适的。论文的原创性/价值:这项研究的主要实际好处是,它为想要积极投资的个人投资者提供了一个有趣而实用的投资策略。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
New Approach to Portfolio Creation Using the Minimum Spanning Tree Theory and Its Robust Evaluation
Purpose: The aim of this paper is to describe another possibility of portfolio creation using the minimum spanning tree method. The research contributes to the existing body of knowledge with using and subsequently developing a new approach based on graph theory, which is suitable for an individual investor who wants to create an investment portfolio. Methodology/Approach: The analyzed data is divided into two (disjoint) sets – a training and a testing set. Portfolio comparisons were carried out during the test period, which always followed immediately after the training period and had a length of one year. For the sake of objectivity of the comparison, all proposed portfolios always consist of ten shares of equal weight. Findings: Based on the results from the analysis, we can see that our proposed method offers (on average) the best appreciation of the invested resources and also the least risky investment in terms of relative variability, what could be considered as very attractive from an individual investor’s point of view. Research Limitation/implication: In our paper, we did not consider any fees related to the purchase and holding of financial instruments in the portfolio. For periods with extreme market returns (sharp increase or decrease), the use of Pearson’s correlation coefficient is not appropriate. Originality/Value of paper: The main practical benefit of the research is that it presents and offers an interesting and practical investment strategy for an individual investor who wants to take an active approach to investment.
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来源期刊
CiteScore
3.10
自引率
13.30%
发文量
16
审稿时长
6 weeks
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