基于马科维茨投资组合理论的一揽子投资优化方法

A. D. Baydalin
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引用次数: 0

摘要

研究目的本研究旨在实施和评估基于马科维茨投资组合理论的优化方法。方法。使用 Python 编程语言和必要的库建立模型。此外,为了解决问题,还使用了金融理论的原则--购买资产的风险计算、投资组合多样化和最优化原则。这些原则构成了金融理论的基础,有助于您做出与投资、融资和风险管理相关的明智决策。结果。程序模型已编制完成,它接受不同公司股票价值变化的历史数据作为输入。然后,计算出最佳投资组合,并显示在用户-投资者的终端上。马科维茨投资组合理论有助于确定最佳投资组合,即在给定风险水平下提供最大收益,或在给定收益下提供最小风险。最佳投资组合与无风险资产曲线相切,是投资者根据自己的偏好做出的最佳选择。结论哈里-马科维茨(Harry Markowitz)提出的投资组合方法旨在优化资产选择,其出发点是所需的收益/风险比率。他提出的观点构成了现代投资组合理论的基础。投资组合理论马科维茨定义了一个有效集,即所有可能的投资组合,这些投资组合具有不同的资产组合,并提供相同的风险水平。投资者可以根据自己的个人目标和限制,从这个集合中选择投资组合。投资组合中资产的多样性有助于降低总体风险水平,提高风险回报率。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Optimization method of investment package based on Markowitz portfolio theory
Objective. The aim of the study is to implement and evaluate the optimization method based on the Markowitz portfolio theory. Method. The model is built using the Python programming language and the necessary libraries. Also, to solve the problem, the principles of financial theory were used - the calculation of the risk of the purchased asset, portfolio diversification and the principle of optimality. These principles form the basis of financial theory and help you make informed decisions related to investment, financing, and risk management. Result. A model of the program has been compiled, which accepts historical data on changes in the value of shares of different companies as input. After that, the optimal portfolio is calculated and displayed in the terminal of the user-investor. Markowitz portfolio theory helps to determine the optimal portfolio that provides the maximum return for a given level of risk or the minimum risk for a given return. The optimal portfolio is tangent to the risk-free asset curve and is the best choice for the investor, given his preferences. Conclusion. The method of forming an investment portfolio developed by Harry Markowitz, aimed at the optimal choice of assets, proceeds from the required ratio of profitability/risk. The ideas formulated by him form the basis of modern portfolio theory. Portfolio theory Markowitz defines an efficient set, which is all possible portfolios with different combinations of assets that provide the same level of risk. Investors can choose portfolios from this set depending on their personal goals and limitations. The variety of assets in a portfolio helps reduce the overall level of risk and improve the risk-reward ratio.
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