资产组合优化的多分形模型及实证分析

唐振鹏,黄友柏,罗雪玲

系统科学与数学 ›› 2016, Vol. 36 ›› Issue (2) : 198.

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系统科学与数学 ›› 2016, Vol. 36 ›› Issue (2) : 198. DOI: 10.12341/jssms12726
论文

资产组合优化的多分形模型及实证分析

    唐振鹏,黄友柏,罗雪玲
作者信息 +

MULTIFRACTAL MODEL OF PORTFOLIO OPTIMIZATION AND ITS EMPIRICAL ANALYSIS

    TANG Zhenpeng, HUANG Youpo, LUO Xueling
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摘要

将马尔科夫转换多分形模型引入均值-CVaR 框架, 构建资产组合优化的多分形模型, 并给出最优组合投资策略的求解步骤. 实证分析结果表明, 基于多分形模型的组合策略在描述性统计分析、风险调整收益分析、经济表现分析以及策略稳定性分析中的表现均优于基于 ~CCC-GARCH 模型的组合策略, 考虑多分形性确实有助于改善资产组合策略. 文章所构建的模型和实证结果为资产组合投资实践提供了有益的参考.

Abstract

In this paper, we propose a multifractal model of portfolio optimization which incorporates Markov switching multifractal model into the mean-CVaR framework, and present the detailed solution procedures of optimal portfolio. The empirical results show that considering multifractality can improve portfolio investment strategy. According to the analysis of descriptive statistics, risk-adjusted rate of return, economic performance and stability of portfolio strategy, the investment strategy based on MSM model is superior to the one based on CCC-GARCH model. The proposed model and the associated empirical results are implicative for investment practice.

关键词

资产组合优化 / 多分形性 / MSM模型.

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唐振鹏 , 黄友柏 , 罗雪玲. 资产组合优化的多分形模型及实证分析. 系统科学与数学, 2016, 36(2): 198https://doi.org/10.12341/jssms12726
TANG Zhenpeng , HUANG Youpo , LUO Xueling. MULTIFRACTAL MODEL OF PORTFOLIO OPTIMIZATION AND ITS EMPIRICAL ANALYSIS. Journal of Systems Science and Mathematical Sciences, 2016, 36(2): 198 https://doi.org/10.12341/jssms12726
中图分类号: 91G10    91B28   
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